This tutorial is based on the YOLOv5 repository by Ultralytics. This notebook shows training on your own custom objects. Many thanks to Ultralytics for putting this repository together - we hope that in combination with clean data management tools at Roboflow, this technologoy will become easily accessible to any developer wishing to use computer vision in their projects.
We recommend that you follow along in this notebook while reading the blog post on how to train YOLOv5, concurrently.
In this tutorial, we will walk through the steps required to train YOLOv5 on your custom objects. We use a public blood cell detection dataset, which is open source and free to use. You can also use this notebook on your own data.
To train our detector we take the following steps:
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(Remember to choose GPU in Runtime if not already selected. Runtime --> Change Runtime Type --> Hardware accelerator --> GPU)
import torch
from IPython.display import Image, clear_output # to display images
print('Setup complete. Using torch %s %s' % (torch.__version__,torch.cuda.get_device_properties(0) if torch.cuda.is_available() else 'CPU'))
Setup complete. Using torch 1.10.0+cu113 _CudaDeviceProperties(name='NVIDIA GeForce RTX 3050 Laptop GPU', major=8, minor=6, total_memory=4095MB, multi_processor_count=16)
We will write a yaml script that defines the parameters for our model like the number of classes, anchors, and each layer.
You do not need to edit these cells, but you may.
# define number of classes based on YAML
import yaml
with open("data.yaml", 'r') as stream:
num_classes = str(yaml.safe_load(stream)['nc'])
num_classes
'13'
Here, we are able to pass a number of arguments:
import os
print(os.getcwd())
%cd D:/yolov5_chess/yolov5
print(os.getcwd())
D:\yolov5_chess D:\yolov5_chess\yolov5 D:\yolov5_chess\yolov5
%ls
Volume in drive D is Ironman
Volume Serial Number is 54C6-7DF2
Directory of D:\yolov5_chess\yolov5
01-11-2021 07:46 <DIR> .
01-11-2021 07:47 <DIR> ..
01-11-2021 07:46 3,826 .dockerignore
01-11-2021 07:45 77 .gitattributes
01-11-2021 07:46 <DIR> .github
01-11-2021 07:46 4,228 .gitignore
01-11-2021 07:46 <DIR> data
01-11-2021 07:46 8,393 detect.py
01-11-2021 07:46 1,770 Dockerfile
01-11-2021 07:46 5,420 hubconf.py
01-11-2021 07:46 35,799 LICENSE
01-11-2021 07:46 <DIR> models
01-11-2021 07:46 10,953 README.md
01-11-2021 07:46 634 requirements.txt
01-11-2021 07:46 16,868 test.py
01-11-2021 07:46 32,875 train.py
01-11-2021 07:46 394,613 tutorial.ipynb
01-11-2021 07:46 <DIR> utils
01-11-2021 07:46 <DIR> weights
12 File(s) 515,456 bytes
7 Dir(s) 57,720,741,888 bytes free
!python train.py --img 416 --batch 4 --epochs 100 --data data.yaml --cfg ./models/yolov5s.yaml --weights '' --name yolov5s_results --workers 2 --cache
github: WARNING: code is out of date by 621 commits. Use 'git pull' to update or 'git clone https://github.com/ultralytics/yolov5' to download latest.
YOLOv5 v4.0-126-g886f1c0 torch 1.10.0+cu113 CUDA:0 (NVIDIA GeForce RTX 3050 Laptop GPU, 4095.5MB) Namespace(adam=False, batch_size=4, bucket='', cache_images=True, cfg='./models/yolov5s.yaml', data='data.yaml', device='', entity=None, epochs=100, evolve=False, exist_ok=False, global_rank=-1, hyp='data/hyp.scratch.yaml', image_weights=False, img_size=[416, 416], linear_lr=False, local_rank=-1, log_artifacts=False, log_imgs=16, multi_scale=False, name='yolov5s_results', noautoanchor=False, nosave=False, notest=False, project='runs/train', quad=False, rect=False, resume=False, save_dir='runs\\train\\yolov5s_results', single_cls=False, sync_bn=False, total_batch_size=4, weights="''", workers=2, world_size=1) wandb: Install Weights & Biases for YOLOv5 logging with 'pip install wandb' (recommended) Start Tensorboard with "tensorboard --logdir runs/train", view at http://localhost:6006/ hyperparameters: lr0=0.01, lrf=0.2, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0 from n params module arguments 0 -1 1 3520 models.common.Focus [3, 32, 3] 1 -1 1 18560 models.common.Conv [32, 64, 3, 2] 2 -1 1 18816 models.common.C3 [64, 64, 1] 3 -1 1 73984 models.common.Conv [64, 128, 3, 2] 4 -1 1 156928 models.common.C3 [128, 128, 3] 5 -1 1 295424 models.common.Conv [128, 256, 3, 2] 6 -1 1 625152 models.common.C3 [256, 256, 3] 7 -1 1 1180672 models.common.Conv [256, 512, 3, 2] 8 -1 1 656896 models.common.SPP [512, 512, [5, 9, 13]] 9 -1 1 1182720 models.common.C3 [512, 512, 1, False] 10 -1 1 131584 models.common.Conv [512, 256, 1, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 models.common.Concat [1] 13 -1 1 361984 models.common.C3 [512, 256, 1, False] 14 -1 1 33024 models.common.Conv [256, 128, 1, 1] 15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 16 [-1, 4] 1 0 models.common.Concat [1] 17 -1 1 90880 models.common.C3 [256, 128, 1, False] 18 -1 1 147712 models.common.Conv [128, 128, 3, 2] 19 [-1, 14] 1 0 models.common.Concat [1] 20 -1 1 296448 models.common.C3 [256, 256, 1, False] 21 -1 1 590336 models.common.Conv [256, 256, 3, 2] 22 [-1, 10] 1 0 models.common.Concat [1] 23 -1 1 1182720 models.common.C3 [512, 512, 1, False] 24 [17, 20, 23] 1 48546 models.yolo.Detect [13, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]] C:\Users\sthul\anaconda3\envs\yolo_torch\lib\site-packages\torch\functional.py:445: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ..\aten\src\ATen\native\TensorShape.cpp:2157.) return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined] Model Summary: 283 layers, 7095906 parameters, 7095906 gradients, 16.5 GFLOPS Scaled weight_decay = 0.0005 Optimizer groups: 62 .bias, 62 conv.weight, 59 other train: Scanning '..\train\labels.cache' for images and labels... 202 found, 0 missing, 0 empty, 1 corrupted: 100%|##########| 202/202 [00:00<?, ?it/s] train: Scanning '..\train\labels.cache' for images and labels... 202 found, 0 missing, 0 empty, 1 corrupted: 100%|##########| 202/202 [00:00<?, ?it/s] 0%| | 0/201 [00:00<?, ?it/s] train: Caching images (0.0GB): 9%|8 | 18/201 [00:00<00:01, 152.76it/s] train: Caching images (0.0GB): 21%|## | 42/201 [00:00<00:00, 198.16it/s] train: Caching images (0.0GB): 34%|###3 | 68/201 [00:00<00:00, 215.89it/s] train: Caching images (0.0GB): 48%|####7 | 96/201 [00:00<00:00, 231.35it/s] train: Caching images (0.0GB): 60%|###### | 121/201 [00:00<00:00, 230.01it/s] train: Caching images (0.1GB): 73%|#######2 | 146/201 [00:00<00:00, 229.19it/s] train: Caching images (0.1GB): 87%|########7 | 175/201 [00:00<00:00, 240.62it/s] train: Caching images (0.1GB): 100%|#########9| 200/201 [00:00<00:00, 242.73it/s] train: Caching images (0.1GB): 100%|##########| 201/201 [00:00<00:00, 228.38it/s] val: Scanning '..\valid\labels.cache' for images and labels... 58 found, 0 missing, 0 empty, 0 corrupted: 100%|##########| 58/58 [00:00<?, ?it/s] val: Scanning '..\valid\labels.cache' for images and labels... 58 found, 0 missing, 0 empty, 0 corrupted: 100%|##########| 58/58 [00:00<?, ?it/s] 0%| | 0/58 [00:00<?, ?it/s] val: Caching images (0.0GB): 17%|#7 | 10/58 [00:00<00:00, 93.14it/s] val: Caching images (0.0GB): 53%|#####3 | 31/58 [00:00<00:00, 150.04it/s] val: Caching images (0.0GB): 88%|########7 | 51/58 [00:00<00:00, 163.42it/s] val: Caching images (0.0GB): 100%|##########| 58/58 [00:00<00:00, 165.00it/s] Image sizes 416 train, 416 test Using 2 dataloader workers Logging results to runs\train\yolov5s_results Starting training for 100 epochs... Epoch gpu_mem box obj cls total targets img_size 0%| | 0/51 [00:00<?, ?it/s] 0/99 0.629G 0.122 0.02401 0.07429 0.2203 13 416: 0%| | 0/51 [00:03<?, ?it/s] 0/99 0.629G 0.122 0.02401 0.07429 0.2203 13 416: 2%|1 | 1/51 [00:03<02:58, 3.57s/it] 0/99 0.684G 0.1248 0.05869 0.07352 0.257 95 416: 2%|1 | 1/51 [00:03<02:58, 3.57s/it] 0/99 0.684G 0.1248 0.05869 0.07352 0.257 95 416: 4%|3 | 2/51 [00:03<01:15, 1.54s/it] 0/99 0.684G 0.1251 0.07274 0.0732 0.271 91 416: 4%|3 | 2/51 [00:03<01:15, 1.54s/it] 0/99 0.684G 0.1251 0.07274 0.0732 0.271 91 416: 6%|5 | 3/51 [00:03<00:42, 1.13it/s] 0/99 0.684G 0.1248 0.07549 0.07337 0.2736 74 416: 6%|5 | 3/51 [00:03<00:42, 1.13it/s] 0/99 0.684G 0.1248 0.07549 0.07337 0.2736 74 416: 8%|7 | 4/51 [00:03<00:27, 1.72it/s] 0/99 0.684G 0.1243 0.08661 0.07315 0.2841 114 416: 8%|7 | 4/51 [00:04<00:27, 1.72it/s] 0/99 0.684G 0.1242 0.08408 0.07319 0.2815 62 416: 8%|7 | 4/51 [00:04<00:27, 1.72it/s] 0/99 0.684G 0.1242 0.08408 0.07319 0.2815 62 416: 12%|#1 | 6/51 [00:04<00:14, 3.06it/s] 0/99 0.684G 0.1247 0.08286 0.07317 0.2807 83 416: 12%|#1 | 6/51 [00:04<00:14, 3.06it/s] 0/99 0.684G 0.1252 0.07805 0.07489 0.2782 35 416: 12%|#1 | 6/51 [00:04<00:14, 3.06it/s] 0/99 0.684G 0.1252 0.07805 0.07489 0.2782 35 416: 16%|#5 | 8/51 [00:04<00:09, 4.33it/s] 0/99 0.684G 0.1251 0.07808 0.07475 0.2779 70 416: 16%|#5 | 8/51 [00:04<00:09, 4.33it/s] 0/99 0.684G 0.1244 0.079 0.07439 0.2778 57 416: 16%|#5 | 8/51 [00:04<00:09, 4.33it/s] 0/99 0.684G 0.1244 0.079 0.07439 0.2778 57 416: 20%|#9 | 10/51 [00:04<00:07, 5.53it/s] 0/99 0.684G 0.1208 0.08226 0.07212 0.2752 129 416: 20%|#9 | 10/51 [00:04<00:07, 5.53it/s] 0/99 0.684G 0.1209 0.08253 0.072 0.2754 75 416: 20%|#9 | 10/51 [00:04<00:07, 5.53it/s] 0/99 0.684G 0.1209 0.08253 0.072 0.2754 75 416: 24%|##3 | 12/51 [00:04<00:05, 6.54it/s] 0/99 0.684G 0.1212 0.08749 0.0719 0.2805 154 416: 24%|##3 | 12/51 [00:04<00:05, 6.54it/s] 0/99 0.684G 0.1216 0.08649 0.07177 0.2798 69 416: 24%|##3 | 12/51 [00:04<00:05, 6.54it/s] 0/99 0.684G 0.1216 0.08649 0.07177 0.2798 69 416: 27%|##7 | 14/51 [00:04<00:04, 7.50it/s] 0/99 0.684G 0.1215 0.0852 0.07194 0.2786 45 416: 27%|##7 | 14/51 [00:05<00:04, 7.50it/s] 0/99 0.684G 0.1215 0.0852 0.07194 0.2786 45 416: 29%|##9 | 15/51 [00:05<00:04, 7.77it/s] 0/99 0.684G 0.1214 0.08832 0.07194 0.2816 95 416: 29%|##9 | 15/51 [00:05<00:04, 7.77it/s] 0/99 0.684G 0.1215 0.0853 0.07218 0.279 28 416: 29%|##9 | 15/51 [00:05<00:04, 7.77it/s] 0/99 0.684G 0.1215 0.0853 0.07218 0.279 28 416: 33%|###3 | 17/51 [00:05<00:03, 8.59it/s] 0/99 0.684G 0.1214 0.08794 0.07212 0.2814 94 416: 33%|###3 | 17/51 [00:05<00:03, 8.59it/s] 0/99 0.684G 0.1214 0.08794 0.07212 0.2814 94 416: 35%|###5 | 18/51 [00:05<00:03, 8.69it/s] 0/99 0.684G 0.1219 0.08635 0.07226 0.2805 68 416: 35%|###5 | 18/51 [00:05<00:03, 8.69it/s] 0/99 0.684G 0.1217 0.08881 0.07216 0.2826 93 416: 35%|###5 | 18/51 [00:05<00:03, 8.69it/s] 0/99 0.684G 0.1217 0.08881 0.07216 0.2826 93 416: 39%|###9 | 20/51 [00:05<00:03, 9.04it/s] 0/99 0.684G 0.1213 0.0853 0.07209 0.2787 5 416: 39%|###9 | 20/51 [00:05<00:03, 9.04it/s] 0/99 0.684G 0.1213 0.0853 0.07209 0.2787 5 416: 41%|####1 | 21/51 [00:05<00:03, 9.02it/s] 0/99 0.684G 0.1211 0.08604 0.07193 0.2791 71 416: 41%|####1 | 21/51 [00:05<00:03, 9.02it/s] 0/99 0.684G 0.1211 0.08604 0.07193 0.2791 71 416: 43%|####3 | 22/51 [00:05<00:03, 9.04it/s]
Plotting labels...
autoanchor: Analyzing anchors... anchors/target = 5.82, Best Possible Recall (BPR) = 1.0000
all 58 0 0 0 0 0
all 58 0 0 0 0 0
all 58 0 0 0 0 0
all 58 386 0.000876 0.00521 0.000166 1.73e-05
all 58 386 0.000504 0.009 2.48e-05 5.32e-06
all 58 386 0.00625 0.111 0.00467 0.000921
all 58 386 0.168 0.169 0.0618 0.0158
all 58 386 0.573 0.112 0.0465 0.0141
all 58 386 0.193 0.227 0.0339 0.0083
all 58 386 0.0346 0.367 0.0477 0.0124
all 58 386 0.0438 0.389 0.0674 0.0233
all 58 386 0.394 0.215 0.0929 0.0277
all 58 386 0.49 0.259 0.0951 0.0315
all 58 386 0.651 0.164 0.118 0.0349
all 58 386 0.882 0.12 0.0919 0.0277
all 58 386 0.0428 0.448 0.0914 0.0271
all 58 386 0.873 0.106 0.0727 0.028
all 58 386 0.332 0.281 0.098 0.028
all 58 386 0.149 0.534 0.142 0.0559
all 58 386 0.224 0.277 0.0643 0.0165
all 58 386 0.886 0.118 0.0937 0.0423
all 58 386 0.903 0.116 0.12 0.0475
all 58 386 0.407 0.321 0.123 0.0364
all 58 386 0.226 0.381 0.144 0.0558
all 58 386 0.326 0.316 0.154 0.0522
all 58 386 0.327 0.367 0.165 0.0651
all 58 386 0.242 0.356 0.179 0.0769
all 58 386 0.249 0.625 0.221 0.0978
all 58 386 0.0825 0.758 0.213 0.0897
all 58 386 0.175 0.487 0.183 0.0505
all 58 386 0.143 0.433 0.17 0.0653
all 58 386 0.22 0.557 0.265 0.109
all 58 386 0.227 0.681 0.302 0.17
all 58 386 0.313 0.676 0.343 0.156
all 58 386 0.246 0.673 0.343 0.166
all 58 386 0.326 0.603 0.324 0.127
all 58 386 0.359 0.634 0.353 0.203
all 58 386 0.228 0.661 0.356 0.155
all 58 386 0.247 0.711 0.385 0.244
all 58 386 0.227 0.644 0.345 0.178
all 58 386 0.37 0.698 0.396 0.205
all 58 386 0.383 0.706 0.42 0.252
all 58 386 0.348 0.72 0.396 0.25
all 58 386 0.36 0.69 0.407 0.228
all 58 386 0.387 0.658 0.385 0.192
all 58 386 0.36 0.67 0.393 0.217
all 58 386 0.358 0.67 0.402 0.25
all 58 386 0.359 0.677 0.418 0.253
all 58 386 0.391 0.61 0.433 0.264
all 58 386 0.396 0.685 0.439 0.287
all 58 386 0.382 0.691 0.424 0.282
all 58 386 0.395 0.685 0.444 0.292
all 58 386 0.403 0.701 0.434 0.264
all 58 386 0.418 0.585 0.448 0.281
all 58 386 0.415 0.606 0.439 0.276
all 58 386 0.39 0.702 0.465 0.262
all 58 386 0.404 0.658 0.423 0.26
all 58 386 0.387 0.704 0.455 0.252
all 58 386 0.425 0.693 0.435 0.293
all 58 386 0.406 0.678 0.439 0.284
all 58 386 0.401 0.638 0.465 0.26
all 58 386 0.419 0.678 0.48 0.334
all 58 386 0.421 0.669 0.501 0.338
all 58 386 0.375 0.688 0.504 0.346
all 58 386 0.411 0.694 0.503 0.341
all 58 386 0.441 0.688 0.506 0.319
all 58 386 0.471 0.617 0.507 0.345
all 58 386 0.5 0.599 0.505 0.342
all 58 386 0.499 0.58 0.498 0.328
all 58 386 0.781 0.369 0.494 0.275
all 58 386 0.507 0.564 0.501 0.344
all 58 386 0.603 0.436 0.498 0.352
all 58 386 0.603 0.399 0.488 0.303
all 58 386 0.626 0.393 0.499 0.321
all 58 386 0.612 0.419 0.498 0.344
all 58 386 0.882 0.343 0.499 0.335
all 58 386 0.478 0.614 0.498 0.34
all 58 386 0.482 0.594 0.5 0.353
all 58 386 0.393 0.606 0.497 0.35
all 58 386 0.48 0.573 0.502 0.351
all 58 386 0.271 0.74 0.511 0.349
all 58 386 0.261 0.755 0.505 0.359
all 58 386 0.251 0.773 0.504 0.355
all 58 386 0.226 0.779 0.503 0.349
all 58 386 0.228 0.814 0.506 0.355
all 58 386 0.228 0.811 0.506 0.358
all 58 386 0.238 0.794 0.531 0.363
all 58 386 0.876 0.363 0.524 0.353
all 58 386 0.225 0.813 0.53 0.373
all 58 386 0.213 0.885 0.524 0.371
all 58 386 0.224 0.818 0.519 0.358
all 58 386 0.236 0.803 0.529 0.363
all 58 386 0.23 0.878 0.53 0.365
all 58 386 0.24 0.891 0.531 0.384
all 58 386 0.24 0.878 0.54 0.38
all 58 386 0.245 0.892 0.539 0.378
all 58 386 0.249 0.807 0.539 0.367
all 58 386 0.237 0.886 0.531 0.367
all 58 386 0.289 0.734 0.533 0.362
all 58 386 0.284 0.772 0.535 0.369
black-bishop 58 22 0.668 0.227 0.411 0.286
black-king 58 29 0.442 1 0.986 0.709
black-knight 58 30 0.162 0.9 0.235 0.154
black-pawn 58 77 0.458 1 0.976 0.708
black-queen 58 11 0.0184 0.0435 0.281 0.218
black-rook 58 28 0.186 0.964 0.369 0.219
white-bishop 58 22 0.183 0.818 0.348 0.256
white-king 58 29 0.359 1 0.995 0.64
white-knight 58 19 0.11 1 0.29 0.163
white-pawn 58 77 0.436 1 0.988 0.686
white-queen 58 16 0.183 0.393 0.338 0.258
white-rook 58 26 0.198 0.923 0.204 0.134
Optimizer stripped from runs\train\yolov5s_results\weights\last.pt, 14.4MB
Optimizer stripped from runs\train\yolov5s_results\weights\best.pt, 14.4MB
0/99 0.684G 0.1193 0.08597 0.07094 0.2762 76 416: 43%|####3 | 22/51 [00:05<00:03, 9.04it/s]
0/99 0.684G 0.1194 0.0872 0.07097 0.2775 90 416: 43%|####3 | 22/51 [00:05<00:03, 9.04it/s]
0/99 0.684G 0.1194 0.0872 0.07097 0.2775 90 416: 47%|####7 | 24/51 [00:05<00:02, 9.56it/s]
0/99 0.684G 0.1193 0.08765 0.07098 0.2779 73 416: 47%|####7 | 24/51 [00:06<00:02, 9.56it/s]
0/99 0.684G 0.1193 0.08765 0.07098 0.2779 73 416: 49%|####9 | 25/51 [00:06<00:02, 9.65it/s]
0/99 0.684G 0.1197 0.08649 0.07078 0.2769 49 416: 49%|####9 | 25/51 [00:06<00:02, 9.65it/s]
0/99 0.684G 0.1197 0.08649 0.07078 0.2769 49 416: 51%|##### | 26/51 [00:06<00:02, 9.70it/s]
0/99 0.684G 0.1198 0.08649 0.0709 0.2772 81 416: 51%|##### | 26/51 [00:06<00:02, 9.70it/s]
0/99 0.684G 0.12 0.08635 0.07092 0.2772 70 416: 51%|##### | 26/51 [00:06<00:02, 9.70it/s]
0/99 0.684G 0.12 0.08635 0.07092 0.2772 70 416: 55%|#####4 | 28/51 [00:06<00:02, 9.83it/s]
0/99 0.684G 0.12 0.08653 0.07105 0.2776 78 416: 55%|#####4 | 28/51 [00:06<00:02, 9.83it/s]
0/99 0.684G 0.12 0.08653 0.07105 0.2776 78 416: 57%|#####6 | 29/51 [00:06<00:02, 9.86it/s]
0/99 0.684G 0.1199 0.08688 0.07106 0.2779 71 416: 57%|#####6 | 29/51 [00:06<00:02, 9.86it/s]
0/99 0.684G 0.1199 0.08688 0.07106 0.2779 71 416: 59%|#####8 | 30/51 [00:06<00:02, 9.39it/s]
0/99 0.684G 0.1198 0.08812 0.07105 0.279 92 416: 59%|#####8 | 30/51 [00:06<00:02, 9.39it/s]
0/99 0.684G 0.1198 0.08812 0.07105 0.279 92 416: 61%|###### | 31/51 [00:06<00:02, 9.13it/s]
0/99 0.684G 0.12 0.08791 0.07109 0.279 77 416: 61%|###### | 31/51 [00:06<00:02, 9.13it/s]
0/99 0.684G 0.12 0.08791 0.07109 0.279 77 416: 63%|######2 | 32/51 [00:06<00:02, 9.12it/s]
0/99 0.684G 0.1199 0.0877 0.07112 0.2787 52 416: 63%|######2 | 32/51 [00:06<00:02, 9.12it/s]
0/99 0.684G 0.1199 0.09083 0.07112 0.2819 190 416: 63%|######2 | 32/51 [00:06<00:02, 9.12it/s]
0/99 0.684G 0.1199 0.09083 0.07112 0.2819 190 416: 67%|######6 | 34/51 [00:06<00:01, 9.41it/s]
0/99 0.684G 0.1197 0.09026 0.07106 0.281 39 416: 67%|######6 | 34/51 [00:07<00:01, 9.41it/s]
0/99 0.684G 0.1198 0.0905 0.07105 0.2813 91 416: 67%|######6 | 34/51 [00:07<00:01, 9.41it/s]
0/99 0.684G 0.1198 0.0905 0.07105 0.2813 91 416: 71%|####### | 36/51 [00:07<00:01, 10.45it/s]
0/99 0.684G 0.1197 0.09288 0.07102 0.2836 137 416: 71%|####### | 36/51 [00:07<00:01, 10.45it/s]
0/99 0.684G 0.1197 0.09348 0.07106 0.2842 91 416: 71%|####### | 36/51 [00:07<00:01, 10.45it/s]
0/99 0.684G 0.1197 0.09348 0.07106 0.2842 91 416: 75%|#######4 | 38/51 [00:07<00:01, 10.83it/s]
0/99 0.684G 0.1196 0.09381 0.07109 0.2845 71 416: 75%|#######4 | 38/51 [00:07<00:01, 10.83it/s]
0/99 0.684G 0.1196 0.09265 0.07109 0.2834 37 416: 75%|#######4 | 38/51 [00:07<00:01, 10.83it/s]
0/99 0.684G 0.1196 0.09265 0.07109 0.2834 37 416: 78%|#######8 | 40/51 [00:07<00:00, 11.04it/s]
0/99 0.684G 0.1197 0.09195 0.0711 0.2827 45 416: 78%|#######8 | 40/51 [00:07<00:00, 11.04it/s]
0/99 0.684G 0.1196 0.09298 0.0711 0.2837 99 416: 78%|#######8 | 40/51 [00:07<00:00, 11.04it/s]
0/99 0.684G 0.1196 0.09298 0.0711 0.2837 99 416: 82%|########2 | 42/51 [00:07<00:00, 11.21it/s]
0/99 0.684G 0.1195 0.09333 0.07113 0.284 82 416: 82%|########2 | 42/51 [00:07<00:00, 11.21it/s]
0/99 0.684G 0.1195 0.09552 0.07116 0.2862 171 416: 82%|########2 | 42/51 [00:07<00:00, 11.21it/s]
0/99 0.684G 0.1195 0.09552 0.07116 0.2862 171 416: 86%|########6 | 44/51 [00:07<00:00, 11.33it/s]
0/99 0.684G 0.1187 0.0944 0.07074 0.2839 45 416: 86%|########6 | 44/51 [00:07<00:00, 11.33it/s]
0/99 0.684G 0.1186 0.09336 0.07073 0.2827 26 416: 86%|########6 | 44/51 [00:08<00:00, 11.33it/s]
0/99 0.684G 0.1186 0.09336 0.07073 0.2827 26 416: 90%|######### | 46/51 [00:08<00:00, 11.74it/s]
0/99 0.684G 0.1185 0.09469 0.07073 0.2839 101 416: 90%|######### | 46/51 [00:08<00:00, 11.74it/s]
0/99 0.684G 0.1185 0.09399 0.07076 0.2833 53 416: 90%|######### | 46/51 [00:08<00:00, 11.74it/s]
0/99 0.684G 0.1185 0.09399 0.07076 0.2833 53 416: 94%|#########4| 48/51 [00:08<00:00, 11.69it/s]
0/99 0.684G 0.1184 0.09446 0.07074 0.2836 81 416: 94%|#########4| 48/51 [00:08<00:00, 11.69it/s]
0/99 0.684G 0.1183 0.09442 0.07069 0.2835 58 416: 94%|#########4| 48/51 [00:08<00:00, 11.69it/s]
0/99 0.684G 0.1183 0.09442 0.07069 0.2835 58 416: 98%|#########8| 50/51 [00:08<00:00, 11.70it/s]
0/99 0.631G 0.1177 0.09281 0.07032 0.2808 1 416: 98%|#########8| 50/51 [00:09<00:00, 11.70it/s]
0/99 0.631G 0.1177 0.09281 0.07032 0.2808 1 416: 100%|##########| 51/51 [00:09<00:00, 5.54it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:02, 2.44it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.98it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 8.70it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 8.21it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
1/99 0.457G 0.1138 0.03156 0.07058 0.2159 21 416: 0%| | 0/51 [00:00<?, ?it/s]
1/99 0.457G 0.118 0.05317 0.07161 0.2428 84 416: 0%| | 0/51 [00:00<?, ?it/s]
1/99 0.457G 0.118 0.05317 0.07161 0.2428 84 416: 4%|3 | 2/51 [00:00<00:04, 10.82it/s]
1/99 0.457G 0.1208 0.0448 0.07274 0.2383 20 416: 4%|3 | 2/51 [00:00<00:04, 10.82it/s]
1/99 0.457G 0.1099 0.05845 0.06611 0.2345 81 416: 4%|3 | 2/51 [00:00<00:04, 10.82it/s]
1/99 0.457G 0.1099 0.05845 0.06611 0.2345 81 416: 8%|7 | 4/51 [00:00<00:04, 11.74it/s]
1/99 0.457G 0.1114 0.06812 0.06673 0.2462 81 416: 8%|7 | 4/51 [00:00<00:04, 11.74it/s]
1/99 0.457G 0.1125 0.06856 0.0675 0.2486 54 416: 8%|7 | 4/51 [00:00<00:04, 11.74it/s]
1/99 0.457G 0.1125 0.06856 0.0675 0.2486 54 416: 12%|#1 | 6/51 [00:00<00:03, 11.67it/s]
1/99 0.457G 0.1136 0.07598 0.06808 0.2577 131 416: 12%|#1 | 6/51 [00:00<00:03, 11.67it/s]
1/99 0.457G 0.1141 0.07273 0.06887 0.2556 28 416: 12%|#1 | 6/51 [00:00<00:03, 11.67it/s]
1/99 0.457G 0.1141 0.07273 0.06887 0.2556 28 416: 16%|#5 | 8/51 [00:00<00:03, 11.23it/s]
1/99 0.457G 0.1139 0.07019 0.06898 0.253 33 416: 16%|#5 | 8/51 [00:00<00:03, 11.23it/s]
1/99 0.457G 0.1139 0.07295 0.06926 0.2561 65 416: 16%|#5 | 8/51 [00:00<00:03, 11.23it/s]
1/99 0.457G 0.1139 0.07295 0.06926 0.2561 65 416: 20%|#9 | 10/51 [00:00<00:03, 11.74it/s]
1/99 0.457G 0.1137 0.07253 0.0692 0.2554 40 416: 20%|#9 | 10/51 [00:00<00:03, 11.74it/s]
1/99 0.457G 0.1138 0.07497 0.06933 0.2581 78 416: 20%|#9 | 10/51 [00:01<00:03, 11.74it/s]
1/99 0.457G 0.1138 0.07497 0.06933 0.2581 78 416: 24%|##3 | 12/51 [00:01<00:03, 11.65it/s]
1/99 0.457G 0.1139 0.07627 0.06952 0.2597 72 416: 24%|##3 | 12/51 [00:01<00:03, 11.65it/s]
1/99 0.457G 0.1117 0.07404 0.06826 0.254 41 416: 24%|##3 | 12/51 [00:01<00:03, 11.65it/s]
1/99 0.457G 0.1117 0.07404 0.06826 0.254 41 416: 27%|##7 | 14/51 [00:01<00:03, 11.63it/s]
1/99 0.457G 0.1116 0.07869 0.06836 0.2587 81 416: 27%|##7 | 14/51 [00:01<00:03, 11.63it/s]
1/99 0.457G 0.1122 0.07796 0.06867 0.2588 66 416: 27%|##7 | 14/51 [00:01<00:03, 11.63it/s]
1/99 0.457G 0.1122 0.07796 0.06867 0.2588 66 416: 31%|###1 | 16/51 [00:01<00:02, 11.97it/s]
1/99 0.457G 0.112 0.08063 0.06876 0.2614 80 416: 31%|###1 | 16/51 [00:01<00:02, 11.97it/s]
1/99 0.457G 0.1121 0.08349 0.06888 0.2645 101 416: 31%|###1 | 16/51 [00:01<00:02, 11.97it/s]
1/99 0.457G 0.1121 0.08349 0.06888 0.2645 101 416: 35%|###5 | 18/51 [00:01<00:02, 11.51it/s]
1/99 0.457G 0.1122 0.08449 0.06898 0.2657 74 416: 35%|###5 | 18/51 [00:01<00:02, 11.51it/s]
1/99 0.457G 0.1125 0.0853 0.0691 0.2669 103 416: 35%|###5 | 18/51 [00:01<00:02, 11.51it/s]
1/99 0.457G 0.1125 0.0853 0.0691 0.2669 103 416: 39%|###9 | 20/51 [00:01<00:02, 11.53it/s]
1/99 0.457G 0.111 0.08679 0.06811 0.2659 113 416: 39%|###9 | 20/51 [00:01<00:02, 11.53it/s]
1/99 0.457G 0.1113 0.08742 0.06829 0.267 94 416: 39%|###9 | 20/51 [00:01<00:02, 11.53it/s]
1/99 0.457G 0.1113 0.08742 0.06829 0.267 94 416: 43%|####3 | 22/51 [00:01<00:02, 11.52it/s]
1/99 0.457G 0.1116 0.08752 0.06837 0.2675 58 416: 43%|####3 | 22/51 [00:01<00:02, 11.52it/s]
1/99 0.457G 0.1117 0.08625 0.06839 0.2663 46 416: 43%|####3 | 22/51 [00:02<00:02, 11.52it/s]
1/99 0.457G 0.1117 0.08625 0.06839 0.2663 46 416: 47%|####7 | 24/51 [00:02<00:02, 11.55it/s]
1/99 0.457G 0.1118 0.08727 0.06849 0.2675 89 416: 47%|####7 | 24/51 [00:02<00:02, 11.55it/s]
1/99 0.457G 0.1119 0.0885 0.06858 0.269 97 416: 47%|####7 | 24/51 [00:02<00:02, 11.55it/s]
1/99 0.457G 0.1119 0.0885 0.06858 0.269 97 416: 51%|##### | 26/51 [00:02<00:02, 11.56it/s]
1/99 0.457G 0.112 0.08788 0.06871 0.2686 49 416: 51%|##### | 26/51 [00:02<00:02, 11.56it/s]
1/99 0.457G 0.1122 0.08853 0.06876 0.2695 75 416: 51%|##### | 26/51 [00:02<00:02, 11.56it/s]
1/99 0.457G 0.1122 0.08853 0.06876 0.2695 75 416: 55%|#####4 | 28/51 [00:02<00:01, 11.80it/s]
1/99 0.457G 0.112 0.08905 0.06876 0.2698 52 416: 55%|#####4 | 28/51 [00:02<00:01, 11.80it/s]
1/99 0.457G 0.1107 0.0896 0.06805 0.2684 79 416: 55%|#####4 | 28/51 [00:02<00:01, 11.80it/s]
1/99 0.457G 0.1107 0.0896 0.06805 0.2684 79 416: 59%|#####8 | 30/51 [00:02<00:01, 11.74it/s]
1/99 0.457G 0.1108 0.08897 0.06811 0.2678 43 416: 59%|#####8 | 30/51 [00:02<00:01, 11.74it/s]
1/99 0.457G 0.1108 0.08999 0.06819 0.269 80 416: 59%|#####8 | 30/51 [00:02<00:01, 11.74it/s]
1/99 0.457G 0.1108 0.08999 0.06819 0.269 80 416: 63%|######2 | 32/51 [00:02<00:01, 11.69it/s]
1/99 0.457G 0.1107 0.09038 0.06819 0.2693 56 416: 63%|######2 | 32/51 [00:02<00:01, 11.69it/s]
1/99 0.457G 0.1107 0.09012 0.06826 0.2691 53 416: 63%|######2 | 32/51 [00:02<00:01, 11.69it/s]
1/99 0.457G 0.1107 0.09012 0.06826 0.2691 53 416: 67%|######6 | 34/51 [00:02<00:01, 11.96it/s]
1/99 0.457G 0.1105 0.08923 0.06823 0.268 29 416: 67%|######6 | 34/51 [00:02<00:01, 11.96it/s]
1/99 0.457G 0.1107 0.08983 0.06825 0.2688 87 416: 67%|######6 | 34/51 [00:03<00:01, 11.96it/s]
1/99 0.457G 0.1107 0.08983 0.06825 0.2688 87 416: 71%|####### | 36/51 [00:03<00:01, 11.70it/s]
1/99 0.457G 0.1107 0.09051 0.06827 0.2694 75 416: 71%|####### | 36/51 [00:03<00:01, 11.70it/s]
1/99 0.457G 0.1107 0.08918 0.06832 0.2682 23 416: 71%|####### | 36/51 [00:03<00:01, 11.70it/s]
1/99 0.457G 0.1107 0.08918 0.06832 0.2682 23 416: 75%|#######4 | 38/51 [00:03<00:01, 11.82it/s]
1/99 0.457G 0.1108 0.09107 0.06833 0.2702 124 416: 75%|#######4 | 38/51 [00:03<00:01, 11.82it/s]
1/99 0.457G 0.111 0.09218 0.06837 0.2715 135 416: 75%|#######4 | 38/51 [00:03<00:01, 11.82it/s]
1/99 0.457G 0.111 0.09218 0.06837 0.2715 135 416: 78%|#######8 | 40/51 [00:03<00:00, 11.75it/s]
1/99 0.457G 0.1109 0.09327 0.0684 0.2725 83 416: 78%|#######8 | 40/51 [00:03<00:00, 11.75it/s]
1/99 0.457G 0.1109 0.09268 0.06847 0.2721 51 416: 78%|#######8 | 40/51 [00:03<00:00, 11.75it/s]
1/99 0.457G 0.1109 0.09268 0.06847 0.2721 51 416: 82%|########2 | 42/51 [00:03<00:00, 11.70it/s]
1/99 0.457G 0.1109 0.09411 0.06848 0.2735 85 416: 82%|########2 | 42/51 [00:03<00:00, 11.70it/s]
1/99 0.457G 0.1109 0.0935 0.06855 0.273 41 416: 82%|########2 | 42/51 [00:03<00:00, 11.70it/s]
1/99 0.457G 0.1109 0.0935 0.06855 0.273 41 416: 86%|########6 | 44/51 [00:03<00:00, 11.67it/s]
1/99 0.457G 0.1109 0.09436 0.06856 0.2738 79 416: 86%|########6 | 44/51 [00:03<00:00, 11.67it/s]
1/99 0.457G 0.1107 0.09489 0.06855 0.2741 57 416: 86%|########6 | 44/51 [00:03<00:00, 11.67it/s]
1/99 0.457G 0.1107 0.09489 0.06855 0.2741 57 416: 90%|######### | 46/51 [00:03<00:00, 11.62it/s]
1/99 0.457G 0.1106 0.09618 0.06859 0.2754 102 416: 90%|######### | 46/51 [00:04<00:00, 11.62it/s]
1/99 0.457G 0.1107 0.09752 0.0686 0.2768 104 416: 90%|######### | 46/51 [00:04<00:00, 11.62it/s]
1/99 0.457G 0.1107 0.09752 0.0686 0.2768 104 416: 94%|#########4| 48/51 [00:04<00:00, 11.93it/s]
1/99 0.457G 0.1106 0.09762 0.06863 0.2768 51 416: 94%|#########4| 48/51 [00:04<00:00, 11.93it/s]
1/99 0.457G 0.1104 0.09808 0.06862 0.2771 63 416: 94%|#########4| 48/51 [00:04<00:00, 11.93it/s]
1/99 0.457G 0.1104 0.09808 0.06862 0.2771 63 416: 98%|#########8| 50/51 [00:04<00:00, 11.50it/s]
1/99 0.457G 0.1096 0.09646 0.06823 0.2743 1 416: 98%|#########8| 50/51 [00:04<00:00, 11.50it/s]
1/99 0.457G 0.1096 0.09646 0.06823 0.2743 1 416: 100%|##########| 51/51 [00:04<00:00, 11.75it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 27.33it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 27.33it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 26.84it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
2/99 0.457G 0.1048 0.06004 0.06939 0.2343 29 416: 0%| | 0/51 [00:00<?, ?it/s]
2/99 0.457G 0.1048 0.06004 0.06939 0.2343 29 416: 2%|1 | 1/51 [00:00<00:05, 9.11it/s]
2/99 0.457G 0.1072 0.1035 0.06903 0.2798 108 416: 2%|1 | 1/51 [00:00<00:05, 9.11it/s]
2/99 0.457G 0.1079 0.1233 0.06918 0.3004 112 416: 2%|1 | 1/51 [00:00<00:05, 9.11it/s]
2/99 0.457G 0.1079 0.1233 0.06918 0.3004 112 416: 6%|5 | 3/51 [00:00<00:03, 12.51it/s]
2/99 0.457G 0.1093 0.142 0.06913 0.3204 157 416: 6%|5 | 3/51 [00:00<00:03, 12.51it/s]
2/99 0.457G 0.1082 0.1425 0.069 0.3197 78 416: 6%|5 | 3/51 [00:00<00:03, 12.51it/s]
2/99 0.457G 0.1082 0.1425 0.069 0.3197 78 416: 10%|9 | 5/51 [00:00<00:03, 12.01it/s]
2/99 0.457G 0.1071 0.1365 0.06876 0.3123 53 416: 10%|9 | 5/51 [00:00<00:03, 12.01it/s]
2/99 0.457G 0.1079 0.1294 0.0691 0.3065 66 416: 10%|9 | 5/51 [00:00<00:03, 12.01it/s]
2/99 0.457G 0.1079 0.1294 0.0691 0.3065 66 416: 14%|#3 | 7/51 [00:00<00:03, 11.42it/s]
2/99 0.457G 0.1086 0.119 0.06953 0.2971 33 416: 14%|#3 | 7/51 [00:00<00:03, 11.42it/s]
2/99 0.457G 0.1086 0.117 0.06953 0.2952 91 416: 14%|#3 | 7/51 [00:00<00:03, 11.42it/s]
2/99 0.457G 0.1086 0.117 0.06953 0.2952 91 416: 18%|#7 | 9/51 [00:00<00:03, 12.32it/s]
2/99 0.457G 0.1099 0.1166 0.06953 0.296 111 416: 18%|#7 | 9/51 [00:00<00:03, 12.32it/s]
2/99 0.457G 0.1094 0.1189 0.06944 0.2978 84 416: 18%|#7 | 9/51 [00:00<00:03, 12.32it/s]
2/99 0.457G 0.1094 0.1189 0.06944 0.2978 84 416: 22%|##1 | 11/51 [00:00<00:03, 12.06it/s]
2/99 0.457G 0.1092 0.1176 0.06942 0.2962 67 416: 22%|##1 | 11/51 [00:01<00:03, 12.06it/s]
2/99 0.457G 0.1089 0.1169 0.06933 0.2951 65 416: 22%|##1 | 11/51 [00:01<00:03, 12.06it/s]
2/99 0.457G 0.1089 0.1169 0.06933 0.2951 65 416: 25%|##5 | 13/51 [00:01<00:03, 11.74it/s]
2/99 0.457G 0.1086 0.1198 0.06924 0.2976 96 416: 25%|##5 | 13/51 [00:01<00:03, 11.74it/s]
2/99 0.457G 0.1084 0.1224 0.06923 0.3 88 416: 25%|##5 | 13/51 [00:01<00:03, 11.74it/s]
2/99 0.457G 0.1084 0.1224 0.06923 0.3 88 416: 29%|##9 | 15/51 [00:01<00:02, 12.21it/s]
2/99 0.457G 0.1088 0.1263 0.06921 0.3044 164 416: 29%|##9 | 15/51 [00:01<00:02, 12.21it/s]
2/99 0.457G 0.1083 0.1218 0.06913 0.2993 22 416: 29%|##9 | 15/51 [00:01<00:02, 12.21it/s]
2/99 0.457G 0.1083 0.1218 0.06913 0.2993 22 416: 33%|###3 | 17/51 [00:01<00:02, 11.80it/s]
2/99 0.457G 0.1082 0.1211 0.06912 0.2984 60 416: 33%|###3 | 17/51 [00:01<00:02, 11.80it/s]
2/99 0.457G 0.1064 0.1239 0.06788 0.2982 141 416: 33%|###3 | 17/51 [00:01<00:02, 11.80it/s]
2/99 0.457G 0.1064 0.1239 0.06788 0.2982 141 416: 37%|###7 | 19/51 [00:01<00:02, 11.81it/s]
2/99 0.457G 0.1065 0.1298 0.06792 0.3042 157 416: 37%|###7 | 19/51 [00:01<00:02, 11.81it/s]
2/99 0.457G 0.1063 0.1276 0.06802 0.3019 38 416: 37%|###7 | 19/51 [00:01<00:02, 11.81it/s]
2/99 0.457G 0.1063 0.1276 0.06802 0.3019 38 416: 41%|####1 | 21/51 [00:01<00:02, 12.19it/s]
2/99 0.457G 0.1061 0.1233 0.06803 0.2975 12 416: 41%|####1 | 21/51 [00:01<00:02, 12.19it/s]
2/99 0.457G 0.106 0.1215 0.06804 0.2955 45 416: 41%|####1 | 21/51 [00:01<00:02, 12.19it/s]
2/99 0.457G 0.106 0.1215 0.06804 0.2955 45 416: 45%|####5 | 23/51 [00:01<00:02, 11.64it/s]
2/99 0.457G 0.106 0.1206 0.06805 0.2947 65 416: 45%|####5 | 23/51 [00:02<00:02, 11.64it/s]
2/99 0.457G 0.106 0.1243 0.06807 0.2983 123 416: 45%|####5 | 23/51 [00:02<00:02, 11.64it/s]
2/99 0.457G 0.106 0.1243 0.06807 0.2983 123 416: 49%|####9 | 25/51 [00:02<00:02, 11.62it/s]
2/99 0.457G 0.1062 0.1232 0.06806 0.2975 73 416: 49%|####9 | 25/51 [00:02<00:02, 11.62it/s]
2/99 0.457G 0.1061 0.1215 0.06808 0.2957 39 416: 49%|####9 | 25/51 [00:02<00:02, 11.62it/s]
2/99 0.457G 0.1061 0.1215 0.06808 0.2957 39 416: 53%|#####2 | 27/51 [00:02<00:02, 11.89it/s]
2/99 0.457G 0.106 0.1205 0.06812 0.2947 47 416: 53%|#####2 | 27/51 [00:02<00:02, 11.89it/s]
2/99 0.457G 0.1061 0.1193 0.06817 0.2936 56 416: 53%|#####2 | 27/51 [00:02<00:02, 11.89it/s]
2/99 0.457G 0.1061 0.1193 0.06817 0.2936 56 416: 57%|#####6 | 29/51 [00:02<00:01, 11.38it/s]
2/99 0.457G 0.1063 0.1206 0.0682 0.2951 116 416: 57%|#####6 | 29/51 [00:02<00:01, 11.38it/s]
2/99 0.457G 0.1062 0.1217 0.06824 0.2961 79 416: 57%|#####6 | 29/51 [00:02<00:01, 11.38it/s]
2/99 0.457G 0.1062 0.1217 0.06824 0.2961 79 416: 61%|###### | 31/51 [00:02<00:01, 11.44it/s]
2/99 0.457G 0.1061 0.1202 0.06825 0.2946 44 416: 61%|###### | 31/51 [00:02<00:01, 11.44it/s]
2/99 0.457G 0.105 0.1213 0.06757 0.2939 109 416: 61%|###### | 31/51 [00:02<00:01, 11.44it/s]
2/99 0.457G 0.105 0.1213 0.06757 0.2939 109 416: 65%|######4 | 33/51 [00:02<00:01, 12.16it/s]
2/99 0.457G 0.1049 0.1219 0.06759 0.2944 77 416: 65%|######4 | 33/51 [00:02<00:01, 12.16it/s]
2/99 0.457G 0.105 0.122 0.06758 0.2946 80 416: 65%|######4 | 33/51 [00:02<00:01, 12.16it/s]
2/99 0.457G 0.105 0.122 0.06758 0.2946 80 416: 69%|######8 | 35/51 [00:02<00:01, 11.95it/s]
2/99 0.457G 0.105 0.1239 0.06761 0.2965 111 416: 69%|######8 | 35/51 [00:03<00:01, 11.95it/s]
2/99 0.457G 0.1051 0.124 0.06764 0.2967 72 416: 69%|######8 | 35/51 [00:03<00:01, 11.95it/s]
2/99 0.457G 0.1051 0.124 0.06764 0.2967 72 416: 73%|#######2 | 37/51 [00:03<00:01, 11.84it/s]
2/99 0.457G 0.1042 0.1233 0.06704 0.2945 72 416: 73%|#######2 | 37/51 [00:03<00:01, 11.84it/s]
2/99 0.457G 0.1043 0.1249 0.06705 0.2962 135 416: 73%|#######2 | 37/51 [00:03<00:01, 11.84it/s]
2/99 0.457G 0.1043 0.1249 0.06705 0.2962 135 416: 76%|#######6 | 39/51 [00:03<00:00, 12.46it/s]
2/99 0.457G 0.1042 0.1241 0.06707 0.2953 45 416: 76%|#######6 | 39/51 [00:03<00:00, 12.46it/s]
2/99 0.457G 0.1042 0.1243 0.0671 0.2956 85 416: 76%|#######6 | 39/51 [00:03<00:00, 12.46it/s]
2/99 0.457G 0.1042 0.1243 0.0671 0.2956 85 416: 80%|######## | 41/51 [00:03<00:00, 12.18it/s]
2/99 0.457G 0.1043 0.1237 0.06714 0.2952 72 416: 80%|######## | 41/51 [00:03<00:00, 12.18it/s]
2/99 0.457G 0.1043 0.1228 0.06719 0.2943 44 416: 80%|######## | 41/51 [00:03<00:00, 12.18it/s]
2/99 0.457G 0.1043 0.1228 0.06719 0.2943 44 416: 84%|########4 | 43/51 [00:03<00:00, 12.00it/s]
2/99 0.457G 0.1043 0.1234 0.06722 0.2949 94 416: 84%|########4 | 43/51 [00:03<00:00, 12.00it/s]
2/99 0.457G 0.1045 0.1229 0.06725 0.2947 85 416: 84%|########4 | 43/51 [00:03<00:00, 12.00it/s]
2/99 0.457G 0.1045 0.1229 0.06725 0.2947 85 416: 88%|########8 | 45/51 [00:03<00:00, 12.22it/s]
2/99 0.457G 0.1046 0.1225 0.06729 0.2945 77 416: 88%|########8 | 45/51 [00:03<00:00, 12.22it/s]
2/99 0.457G 0.1046 0.1218 0.06732 0.2937 47 416: 88%|########8 | 45/51 [00:03<00:00, 12.22it/s]
2/99 0.457G 0.1046 0.1218 0.06732 0.2937 47 416: 92%|#########2| 47/51 [00:03<00:00, 11.60it/s]
2/99 0.457G 0.1046 0.1214 0.06735 0.2933 56 416: 92%|#########2| 47/51 [00:04<00:00, 11.60it/s]
2/99 0.457G 0.1038 0.1214 0.06689 0.2921 78 416: 92%|#########2| 47/51 [00:04<00:00, 11.60it/s]
2/99 0.457G 0.1038 0.1214 0.06689 0.2921 78 416: 96%|#########6| 49/51 [00:04<00:00, 11.55it/s]
2/99 0.457G 0.1039 0.1209 0.0669 0.2917 54 416: 96%|#########6| 49/51 [00:04<00:00, 11.55it/s]
2/99 0.457G 0.1038 0.1226 0.06693 0.2933 23 416: 96%|#########6| 49/51 [00:04<00:00, 11.55it/s]
2/99 0.457G 0.1038 0.1226 0.06693 0.2933 23 416: 100%|##########| 51/51 [00:04<00:00, 12.53it/s]
2/99 0.457G 0.1038 0.1226 0.06693 0.2933 23 416: 100%|##########| 51/51 [00:04<00:00, 11.95it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 22.43it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 25.13it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 26.18it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
3/99 0.457G 0.1025 0.1064 0.06761 0.2765 60 416: 0%| | 0/51 [00:00<?, ?it/s]
3/99 0.457G 0.08585 0.07767 0.05723 0.2208 27 416: 0%| | 0/51 [00:00<?, ?it/s]
3/99 0.457G 0.08585 0.07767 0.05723 0.2208 27 416: 4%|3 | 2/51 [00:00<00:04, 11.58it/s]
3/99 0.457G 0.08985 0.08154 0.06072 0.2321 39 416: 4%|3 | 2/51 [00:00<00:04, 11.58it/s]
3/99 0.457G 0.09262 0.08265 0.06262 0.2379 43 416: 4%|3 | 2/51 [00:00<00:04, 11.58it/s]
3/99 0.457G 0.09262 0.08265 0.06262 0.2379 43 416: 8%|7 | 4/51 [00:00<00:04, 11.60it/s]
3/99 0.457G 0.09777 0.07211 0.06351 0.2334 17 416: 8%|7 | 4/51 [00:00<00:04, 11.60it/s]
3/99 0.457G 0.09926 0.08674 0.06425 0.2503 113 416: 8%|7 | 4/51 [00:00<00:04, 11.60it/s]
3/99 0.457G 0.09926 0.08674 0.06425 0.2503 113 416: 12%|#1 | 6/51 [00:00<00:03, 12.64it/s]
3/99 0.457G 0.09912 0.08174 0.06469 0.2456 22 416: 12%|#1 | 6/51 [00:00<00:03, 12.64it/s]
3/99 0.457G 0.09922 0.08958 0.06511 0.2539 67 416: 12%|#1 | 6/51 [00:00<00:03, 12.64it/s]
3/99 0.457G 0.09922 0.08958 0.06511 0.2539 67 416: 16%|#5 | 8/51 [00:00<00:03, 12.20it/s]
3/99 0.457G 0.09953 0.09858 0.06559 0.2637 92 416: 16%|#5 | 8/51 [00:00<00:03, 12.20it/s]
3/99 0.457G 0.1004 0.09437 0.06606 0.2609 37 416: 16%|#5 | 8/51 [00:00<00:03, 12.20it/s]
3/99 0.457G 0.1004 0.09437 0.06606 0.2609 37 416: 20%|#9 | 10/51 [00:00<00:03, 11.59it/s]
3/99 0.457G 0.1009 0.09564 0.06631 0.2628 60 416: 20%|#9 | 10/51 [00:00<00:03, 11.59it/s]
3/99 0.457G 0.101 0.09646 0.06643 0.2639 60 416: 20%|#9 | 10/51 [00:00<00:03, 11.59it/s]
3/99 0.457G 0.101 0.09646 0.06643 0.2639 60 416: 24%|##3 | 12/51 [00:00<00:03, 12.30it/s]
3/99 0.457G 0.1016 0.1031 0.06657 0.2713 133 416: 24%|##3 | 12/51 [00:01<00:03, 12.30it/s]
3/99 0.457G 0.1018 0.1036 0.06667 0.2721 65 416: 24%|##3 | 12/51 [00:01<00:03, 12.30it/s]
3/99 0.457G 0.1018 0.1036 0.06667 0.2721 65 416: 27%|##7 | 14/51 [00:01<00:03, 12.06it/s]
3/99 0.457G 0.1021 0.106 0.06675 0.2749 105 416: 27%|##7 | 14/51 [00:01<00:03, 12.06it/s]
3/99 0.457G 0.102 0.1038 0.06675 0.2725 33 416: 27%|##7 | 14/51 [00:01<00:03, 12.06it/s]
3/99 0.457G 0.102 0.1038 0.06675 0.2725 33 416: 31%|###1 | 16/51 [00:01<00:02, 11.91it/s]
3/99 0.457G 0.1024 0.1081 0.06672 0.2772 131 416: 31%|###1 | 16/51 [00:01<00:02, 11.91it/s]
3/99 0.457G 0.1024 0.1113 0.06677 0.2805 107 416: 31%|###1 | 16/51 [00:01<00:02, 11.91it/s]
3/99 0.457G 0.1024 0.1113 0.06677 0.2805 107 416: 35%|###5 | 18/51 [00:01<00:02, 12.17it/s]
3/99 0.457G 0.1023 0.115 0.0668 0.2841 100 416: 35%|###5 | 18/51 [00:01<00:02, 12.17it/s]
3/99 0.457G 0.1025 0.1188 0.06687 0.2882 112 416: 35%|###5 | 18/51 [00:01<00:02, 12.17it/s]
3/99 0.457G 0.1025 0.1188 0.06687 0.2882 112 416: 39%|###9 | 20/51 [00:01<00:02, 11.98it/s]
3/99 0.457G 0.1026 0.1212 0.06691 0.2906 92 416: 39%|###9 | 20/51 [00:01<00:02, 11.98it/s]
3/99 0.457G 0.1029 0.1191 0.06688 0.2889 50 416: 39%|###9 | 20/51 [00:01<00:02, 11.98it/s]
3/99 0.457G 0.1029 0.1191 0.06688 0.2889 50 416: 43%|####3 | 22/51 [00:01<00:02, 12.58it/s]
3/99 0.457G 0.1035 0.12 0.067 0.2905 134 416: 43%|####3 | 22/51 [00:01<00:02, 12.58it/s]
3/99 0.457G 0.1039 0.1192 0.06703 0.2901 96 416: 43%|####3 | 22/51 [00:01<00:02, 12.58it/s]
3/99 0.457G 0.1039 0.1192 0.06703 0.2901 96 416: 47%|####7 | 24/51 [00:01<00:02, 12.21it/s]
3/99 0.457G 0.1036 0.1179 0.06704 0.2886 39 416: 47%|####7 | 24/51 [00:02<00:02, 12.21it/s]
3/99 0.457G 0.1037 0.1177 0.06708 0.2886 74 416: 47%|####7 | 24/51 [00:02<00:02, 12.21it/s]
3/99 0.457G 0.1037 0.1177 0.06708 0.2886 74 416: 51%|##### | 26/51 [00:02<00:02, 12.38it/s]
3/99 0.457G 0.1037 0.1168 0.06711 0.2876 47 416: 51%|##### | 26/51 [00:02<00:02, 12.38it/s]
3/99 0.457G 0.1039 0.1154 0.06717 0.2865 49 416: 51%|##### | 26/51 [00:02<00:02, 12.38it/s]
3/99 0.457G 0.1039 0.1154 0.06717 0.2865 49 416: 55%|#####4 | 28/51 [00:02<00:01, 12.13it/s]
3/99 0.457G 0.1043 0.114 0.06723 0.2855 58 416: 55%|#####4 | 28/51 [00:02<00:01, 12.13it/s]
3/99 0.457G 0.1042 0.114 0.06724 0.2854 63 416: 55%|#####4 | 28/51 [00:02<00:01, 12.13it/s]
3/99 0.457G 0.1042 0.114 0.06724 0.2854 63 416: 59%|#####8 | 30/51 [00:02<00:01, 12.68it/s]
3/99 0.457G 0.1039 0.1157 0.06724 0.2869 80 416: 59%|#####8 | 30/51 [00:02<00:01, 12.68it/s]
3/99 0.457G 0.1038 0.1185 0.0673 0.2896 107 416: 59%|#####8 | 30/51 [00:02<00:01, 12.68it/s]
3/99 0.457G 0.1038 0.1185 0.0673 0.2896 107 416: 63%|######2 | 32/51 [00:02<00:01, 11.98it/s]
3/99 0.457G 0.1038 0.117 0.06733 0.2882 36 416: 63%|######2 | 32/51 [00:02<00:01, 11.98it/s]
3/99 0.457G 0.1038 0.1172 0.06734 0.2883 67 416: 63%|######2 | 32/51 [00:02<00:01, 11.98it/s]
3/99 0.457G 0.1038 0.1172 0.06734 0.2883 67 416: 67%|######6 | 34/51 [00:02<00:01, 11.74it/s]
3/99 0.457G 0.1038 0.1179 0.06735 0.2891 89 416: 67%|######6 | 34/51 [00:02<00:01, 11.74it/s]
3/99 0.457G 0.1038 0.1187 0.06739 0.2899 71 416: 67%|######6 | 34/51 [00:03<00:01, 11.74it/s]
3/99 0.457G 0.1038 0.1187 0.06739 0.2899 71 416: 71%|####### | 36/51 [00:03<00:01, 10.80it/s]
3/99 0.457G 0.1039 0.1183 0.06744 0.2896 57 416: 71%|####### | 36/51 [00:03<00:01, 10.80it/s]
3/99 0.457G 0.1031 0.1176 0.06685 0.2875 82 416: 71%|####### | 36/51 [00:03<00:01, 10.80it/s]
3/99 0.457G 0.1031 0.1176 0.06685 0.2875 82 416: 75%|#######4 | 38/51 [00:03<00:01, 10.43it/s]
3/99 0.457G 0.103 0.1195 0.06687 0.2894 113 416: 75%|#######4 | 38/51 [00:03<00:01, 10.43it/s]
3/99 0.457G 0.103 0.1199 0.06689 0.2898 74 416: 75%|#######4 | 38/51 [00:03<00:01, 10.43it/s]
3/99 0.457G 0.103 0.1199 0.06689 0.2898 74 416: 78%|#######8 | 40/51 [00:03<00:01, 9.76it/s]
3/99 0.457G 0.1031 0.1204 0.06692 0.2905 86 416: 78%|#######8 | 40/51 [00:03<00:01, 9.76it/s]
3/99 0.457G 0.1031 0.1204 0.06692 0.2905 86 416: 80%|######## | 41/51 [00:03<00:01, 9.64it/s]
3/99 0.457G 0.1031 0.1213 0.06693 0.2913 81 416: 80%|######## | 41/51 [00:03<00:01, 9.64it/s]
3/99 0.457G 0.103 0.1195 0.06695 0.2895 15 416: 80%|######## | 41/51 [00:03<00:01, 9.64it/s]
3/99 0.457G 0.103 0.1195 0.06695 0.2895 15 416: 84%|########4 | 43/51 [00:03<00:00, 10.50it/s]
3/99 0.457G 0.1029 0.1212 0.06697 0.2911 110 416: 84%|########4 | 43/51 [00:03<00:00, 10.50it/s]
3/99 0.457G 0.1028 0.1207 0.06702 0.2905 48 416: 84%|########4 | 43/51 [00:03<00:00, 10.50it/s]
3/99 0.457G 0.1028 0.1207 0.06702 0.2905 48 416: 88%|########8 | 45/51 [00:03<00:00, 10.53it/s]
3/99 0.457G 0.1028 0.1202 0.06705 0.29 45 416: 88%|########8 | 45/51 [00:04<00:00, 10.53it/s]
3/99 0.457G 0.1028 0.1215 0.06708 0.2914 115 416: 88%|########8 | 45/51 [00:04<00:00, 10.53it/s]
3/99 0.457G 0.1028 0.1215 0.06708 0.2914 115 416: 92%|#########2| 47/51 [00:04<00:00, 11.47it/s]
3/99 0.457G 0.1028 0.121 0.06711 0.2909 53 416: 92%|#########2| 47/51 [00:04<00:00, 11.47it/s]
3/99 0.457G 0.102 0.1193 0.06667 0.288 16 416: 92%|#########2| 47/51 [00:04<00:00, 11.47it/s]
3/99 0.457G 0.102 0.1193 0.06667 0.288 16 416: 96%|#########6| 49/51 [00:04<00:00, 11.51it/s]
3/99 0.457G 0.1023 0.1193 0.06659 0.2882 94 416: 96%|#########6| 49/51 [00:04<00:00, 11.51it/s]
3/99 0.457G 0.1018 0.1191 0.06618 0.2871 25 416: 96%|#########6| 49/51 [00:04<00:00, 11.51it/s]
3/99 0.457G 0.1018 0.1191 0.06618 0.2871 25 416: 100%|##########| 51/51 [00:04<00:00, 11.86it/s]
3/99 0.457G 0.1018 0.1191 0.06618 0.2871 25 416: 100%|##########| 51/51 [00:04<00:00, 11.58it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.12it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 12.05it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.41it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 13.13it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 13.44it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
4/99 0.457G 0.104 0.06114 0.06801 0.2331 32 416: 0%| | 0/51 [00:00<?, ?it/s]
4/99 0.457G 0.104 0.06114 0.06801 0.2331 32 416: 2%|1 | 1/51 [00:00<00:05, 9.11it/s]
4/99 0.457G 0.1004 0.0763 0.06741 0.2441 42 416: 2%|1 | 1/51 [00:00<00:05, 9.11it/s]
4/99 0.457G 0.1005 0.104 0.06735 0.2718 91 416: 2%|1 | 1/51 [00:00<00:05, 9.11it/s]
4/99 0.457G 0.1005 0.104 0.06735 0.2718 91 416: 6%|5 | 3/51 [00:00<00:04, 11.56it/s]
4/99 0.457G 0.1022 0.1005 0.06761 0.2703 61 416: 6%|5 | 3/51 [00:00<00:04, 11.56it/s]
4/99 0.457G 0.1014 0.09834 0.06764 0.2674 43 416: 6%|5 | 3/51 [00:00<00:04, 11.56it/s]
4/99 0.457G 0.1014 0.09834 0.06764 0.2674 43 416: 10%|9 | 5/51 [00:00<00:03, 11.57it/s]
4/99 0.457G 0.1013 0.1086 0.06773 0.2776 90 416: 10%|9 | 5/51 [00:00<00:03, 11.57it/s]
4/99 0.457G 0.1022 0.1092 0.06769 0.2792 78 416: 10%|9 | 5/51 [00:00<00:03, 11.57it/s]
4/99 0.457G 0.1022 0.1092 0.06769 0.2792 78 416: 14%|#3 | 7/51 [00:00<00:03, 12.00it/s]
4/99 0.457G 0.1022 0.1117 0.0677 0.2817 74 416: 14%|#3 | 7/51 [00:00<00:03, 12.00it/s]
4/99 0.457G 0.1014 0.1115 0.06774 0.2807 49 416: 14%|#3 | 7/51 [00:00<00:03, 12.00it/s]
4/99 0.457G 0.1014 0.1115 0.06774 0.2807 49 416: 18%|#7 | 9/51 [00:00<00:03, 11.45it/s]
4/99 0.457G 0.1012 0.1074 0.06767 0.2763 34 416: 18%|#7 | 9/51 [00:00<00:03, 11.45it/s]
4/99 0.457G 0.1019 0.1049 0.06778 0.2746 59 416: 18%|#7 | 9/51 [00:00<00:03, 11.45it/s]
4/99 0.457G 0.1019 0.1049 0.06778 0.2746 59 416: 22%|##1 | 11/51 [00:00<00:03, 12.27it/s]
4/99 0.457G 0.102 0.1089 0.06778 0.2786 84 416: 22%|##1 | 11/51 [00:01<00:03, 12.27it/s]
4/99 0.457G 0.09951 0.1081 0.06604 0.2736 68 416: 22%|##1 | 11/51 [00:01<00:03, 12.27it/s]
4/99 0.457G 0.09951 0.1081 0.06604 0.2736 68 416: 25%|##5 | 13/51 [00:01<00:03, 11.32it/s]
4/99 0.457G 0.09756 0.1029 0.06452 0.265 22 416: 25%|##5 | 13/51 [00:01<00:03, 11.32it/s]
4/99 0.457G 0.09743 0.09851 0.06469 0.2606 14 416: 25%|##5 | 13/51 [00:01<00:03, 11.32it/s]
4/99 0.457G 0.09743 0.09851 0.06469 0.2606 14 416: 29%|##9 | 15/51 [00:01<00:02, 12.11it/s]
4/99 0.457G 0.09733 0.09978 0.06484 0.262 56 416: 29%|##9 | 15/51 [00:01<00:02, 12.11it/s]
4/99 0.457G 0.09773 0.09905 0.06505 0.2618 54 416: 29%|##9 | 15/51 [00:01<00:02, 12.11it/s]
4/99 0.457G 0.09773 0.09905 0.06505 0.2618 54 416: 33%|###3 | 17/51 [00:01<00:02, 11.94it/s]
4/99 0.457G 0.0978 0.1022 0.06521 0.2652 82 416: 33%|###3 | 17/51 [00:01<00:02, 11.94it/s]
4/99 0.457G 0.09755 0.09953 0.06537 0.2625 20 416: 33%|###3 | 17/51 [00:01<00:02, 11.94it/s]
4/99 0.457G 0.09755 0.09953 0.06537 0.2625 20 416: 37%|###7 | 19/51 [00:01<00:02, 12.33it/s]
4/99 0.457G 0.09798 0.09963 0.06549 0.2631 86 416: 37%|###7 | 19/51 [00:01<00:02, 12.33it/s]
4/99 0.457G 0.09825 0.1012 0.06557 0.265 86 416: 37%|###7 | 19/51 [00:01<00:02, 12.33it/s]
4/99 0.457G 0.09825 0.1012 0.06557 0.265 86 416: 41%|####1 | 21/51 [00:01<00:02, 11.91it/s]
4/99 0.457G 0.09896 0.09956 0.06564 0.2642 48 416: 41%|####1 | 21/51 [00:01<00:02, 11.91it/s]
4/99 0.457G 0.09781 0.1007 0.06476 0.2632 112 416: 41%|####1 | 21/51 [00:01<00:02, 11.91it/s]
4/99 0.457G 0.09781 0.1007 0.06476 0.2632 112 416: 45%|####5 | 23/51 [00:01<00:02, 12.51it/s]
4/99 0.457G 0.09783 0.09738 0.06484 0.26 5 416: 45%|####5 | 23/51 [00:01<00:02, 12.51it/s]
4/99 0.457G 0.09769 0.09721 0.06494 0.2598 41 416: 45%|####5 | 23/51 [00:02<00:02, 12.51it/s]
4/99 0.457G 0.09769 0.09721 0.06494 0.2598 41 416: 49%|####9 | 25/51 [00:02<00:02, 12.08it/s]
4/99 0.457G 0.09765 0.09552 0.06503 0.2582 22 416: 49%|####9 | 25/51 [00:02<00:02, 12.08it/s]
4/99 0.457G 0.0978 0.09507 0.06516 0.258 41 416: 49%|####9 | 25/51 [00:02<00:02, 12.08it/s]
4/99 0.457G 0.0978 0.09507 0.06516 0.258 41 416: 53%|#####2 | 27/51 [00:02<00:01, 12.42it/s]
4/99 0.457G 0.09768 0.09319 0.06521 0.2561 15 416: 53%|#####2 | 27/51 [00:02<00:01, 12.42it/s]
4/99 0.457G 0.09789 0.09403 0.06533 0.2573 61 416: 53%|#####2 | 27/51 [00:02<00:01, 12.42it/s]
4/99 0.457G 0.09789 0.09403 0.06533 0.2573 61 416: 57%|#####6 | 29/51 [00:02<00:01, 12.15it/s]
4/99 0.457G 0.09804 0.09275 0.06545 0.2562 24 416: 57%|#####6 | 29/51 [00:02<00:01, 12.15it/s]
4/99 0.457G 0.09872 0.0942 0.06547 0.2584 121 416: 57%|#####6 | 29/51 [00:02<00:01, 12.15it/s]
4/99 0.457G 0.09872 0.0942 0.06547 0.2584 121 416: 61%|###### | 31/51 [00:02<00:01, 12.67it/s]
4/99 0.457G 0.09869 0.09425 0.06557 0.2585 46 416: 61%|###### | 31/51 [00:02<00:01, 12.67it/s]
4/99 0.457G 0.09858 0.09581 0.06561 0.26 68 416: 61%|###### | 31/51 [00:02<00:01, 12.67it/s]
4/99 0.457G 0.09858 0.09581 0.06561 0.26 68 416: 65%|######4 | 33/51 [00:02<00:01, 12.32it/s]
4/99 0.457G 0.09892 0.09632 0.06561 0.2608 96 416: 65%|######4 | 33/51 [00:02<00:01, 12.32it/s]
4/99 0.457G 0.09901 0.09559 0.06565 0.2602 42 416: 65%|######4 | 33/51 [00:02<00:01, 12.32it/s]
4/99 0.457G 0.09901 0.09559 0.06565 0.2602 42 416: 69%|######8 | 35/51 [00:02<00:01, 12.30it/s]
4/99 0.457G 0.09915 0.09685 0.06571 0.2617 86 416: 69%|######8 | 35/51 [00:02<00:01, 12.30it/s]
4/99 0.457G 0.09924 0.09803 0.06576 0.263 88 416: 69%|######8 | 35/51 [00:03<00:01, 12.30it/s]
4/99 0.457G 0.09924 0.09803 0.06576 0.263 88 416: 73%|#######2 | 37/51 [00:03<00:01, 12.22it/s]
4/99 0.457G 0.09927 0.09885 0.0658 0.2639 63 416: 73%|#######2 | 37/51 [00:03<00:01, 12.22it/s]
4/99 0.457G 0.0985 0.09977 0.06527 0.2636 101 416: 73%|#######2 | 37/51 [00:03<00:01, 12.22it/s]
4/99 0.457G 0.0985 0.09977 0.06527 0.2636 101 416: 76%|#######6 | 39/51 [00:03<00:00, 12.74it/s]
4/99 0.457G 0.09879 0.09965 0.06533 0.2638 75 416: 76%|#######6 | 39/51 [00:03<00:00, 12.74it/s]
4/99 0.457G 0.0991 0.09885 0.06538 0.2633 66 416: 76%|#######6 | 39/51 [00:03<00:00, 12.74it/s]
4/99 0.457G 0.0991 0.09885 0.06538 0.2633 66 416: 80%|######## | 41/51 [00:03<00:00, 13.14it/s]
4/99 0.457G 0.09846 0.1005 0.06488 0.2638 146 416: 80%|######## | 41/51 [00:03<00:00, 13.14it/s]
4/99 0.457G 0.09837 0.09907 0.06494 0.2624 13 416: 80%|######## | 41/51 [00:03<00:00, 13.14it/s]
4/99 0.457G 0.09837 0.09907 0.06494 0.2624 13 416: 84%|########4 | 43/51 [00:03<00:00, 12.59it/s]
4/99 0.457G 0.09854 0.09849 0.06501 0.262 41 416: 84%|########4 | 43/51 [00:03<00:00, 12.59it/s]
4/99 0.457G 0.0985 0.1007 0.06506 0.2642 99 416: 84%|########4 | 43/51 [00:03<00:00, 12.59it/s]
4/99 0.457G 0.0985 0.1007 0.06506 0.2642 99 416: 88%|########8 | 45/51 [00:03<00:00, 13.03it/s]
4/99 0.457G 0.09852 0.101 0.0651 0.2646 65 416: 88%|########8 | 45/51 [00:03<00:00, 13.03it/s]
4/99 0.457G 0.0987 0.1036 0.06514 0.2675 162 416: 88%|########8 | 45/51 [00:03<00:00, 13.03it/s]
4/99 0.457G 0.0987 0.1036 0.06514 0.2675 162 416: 92%|#########2| 47/51 [00:03<00:00, 12.56it/s]
4/99 0.457G 0.09887 0.1047 0.06519 0.2687 95 416: 92%|#########2| 47/51 [00:03<00:00, 12.56it/s]
4/99 0.457G 0.09906 0.104 0.06526 0.2683 42 416: 92%|#########2| 47/51 [00:03<00:00, 12.56it/s]
4/99 0.457G 0.09906 0.104 0.06526 0.2683 42 416: 96%|#########6| 49/51 [00:03<00:00, 13.01it/s]
4/99 0.457G 0.09905 0.1052 0.06529 0.2695 91 416: 96%|#########6| 49/51 [00:04<00:00, 13.01it/s]
4/99 0.457G 0.09943 0.1036 0.06547 0.2685 2 416: 96%|#########6| 49/51 [00:04<00:00, 13.01it/s]
4/99 0.457G 0.09943 0.1036 0.06547 0.2685 2 416: 100%|##########| 51/51 [00:04<00:00, 13.33it/s]
4/99 0.457G 0.09943 0.1036 0.06547 0.2685 2 416: 100%|##########| 51/51 [00:04<00:00, 12.39it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 25%|##5 | 2/8 [00:00<00:00, 14.18it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 13.29it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 13.63it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 15.13it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 14.54it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
5/99 0.457G 0.1002 0.1514 0.06729 0.3189 93 416: 0%| | 0/51 [00:00<?, ?it/s]
5/99 0.457G 0.1002 0.1514 0.06729 0.3189 93 416: 2%|1 | 1/51 [00:00<00:05, 9.14it/s]
5/99 0.457G 0.1014 0.1257 0.06685 0.294 50 416: 2%|1 | 1/51 [00:00<00:05, 9.14it/s]
5/99 0.457G 0.1029 0.1022 0.06701 0.2721 33 416: 2%|1 | 1/51 [00:00<00:05, 9.14it/s]
5/99 0.457G 0.1029 0.1022 0.06701 0.2721 33 416: 6%|5 | 3/51 [00:00<00:04, 11.58it/s]
5/99 0.457G 0.1009 0.1099 0.06704 0.2778 59 416: 6%|5 | 3/51 [00:00<00:04, 11.58it/s]
5/99 0.457G 0.1028 0.1123 0.06731 0.2824 107 416: 6%|5 | 3/51 [00:00<00:04, 11.58it/s]
5/99 0.457G 0.1028 0.1123 0.06731 0.2824 107 416: 10%|9 | 5/51 [00:00<00:03, 12.77it/s]
5/99 0.457G 0.1033 0.1254 0.06757 0.2963 121 416: 10%|9 | 5/51 [00:00<00:03, 12.77it/s]
5/99 0.457G 0.103 0.1215 0.06761 0.2921 56 416: 10%|9 | 5/51 [00:00<00:03, 12.77it/s]
5/99 0.457G 0.103 0.1215 0.06761 0.2921 56 416: 14%|#3 | 7/51 [00:00<00:03, 12.13it/s]
5/99 0.457G 0.1027 0.122 0.06749 0.2922 76 416: 14%|#3 | 7/51 [00:00<00:03, 12.13it/s]
5/99 0.457G 0.1033 0.1213 0.06745 0.292 85 416: 14%|#3 | 7/51 [00:00<00:03, 12.13it/s]
5/99 0.457G 0.1033 0.1213 0.06745 0.292 85 416: 18%|#7 | 9/51 [00:00<00:03, 12.89it/s]
5/99 0.457G 0.1032 0.1219 0.06744 0.2925 78 416: 18%|#7 | 9/51 [00:00<00:03, 12.89it/s]
5/99 0.457G 0.1025 0.1145 0.06732 0.2844 15 416: 18%|#7 | 9/51 [00:00<00:03, 12.89it/s]
5/99 0.457G 0.1025 0.1145 0.06732 0.2844 15 416: 22%|##1 | 11/51 [00:00<00:03, 12.00it/s]
5/99 0.457G 0.1022 0.11 0.0673 0.2795 30 416: 22%|##1 | 11/51 [00:00<00:03, 12.00it/s]
5/99 0.457G 0.1021 0.1096 0.06733 0.279 58 416: 22%|##1 | 11/51 [00:01<00:03, 12.00it/s]
5/99 0.457G 0.1021 0.1096 0.06733 0.279 58 416: 25%|##5 | 13/51 [00:01<00:03, 12.65it/s]
5/99 0.457G 0.1016 0.1055 0.06732 0.2745 21 416: 25%|##5 | 13/51 [00:01<00:03, 12.65it/s]
5/99 0.457G 0.1015 0.1063 0.06729 0.2751 64 416: 25%|##5 | 13/51 [00:01<00:03, 12.65it/s]
5/99 0.457G 0.1015 0.1063 0.06729 0.2751 64 416: 29%|##9 | 15/51 [00:01<00:02, 12.67it/s]
5/99 0.457G 0.1011 0.1072 0.06725 0.2755 56 416: 29%|##9 | 15/51 [00:01<00:02, 12.67it/s]
5/99 0.457G 0.1009 0.1071 0.06728 0.2753 49 416: 29%|##9 | 15/51 [00:01<00:02, 12.67it/s]
5/99 0.457G 0.1009 0.1071 0.06728 0.2753 49 416: 33%|###3 | 17/51 [00:01<00:02, 12.22it/s]
5/99 0.457G 0.1008 0.1102 0.0673 0.2782 87 416: 33%|###3 | 17/51 [00:01<00:02, 12.22it/s]
5/99 0.457G 0.1005 0.1105 0.06731 0.2783 54 416: 33%|###3 | 17/51 [00:01<00:02, 12.22it/s]
5/99 0.457G 0.1005 0.1105 0.06731 0.2783 54 416: 37%|###7 | 19/51 [00:01<00:02, 12.86it/s]
5/99 0.457G 0.1006 0.109 0.0673 0.2769 48 416: 37%|###7 | 19/51 [00:01<00:02, 12.86it/s]
5/99 0.457G 0.1005 0.1107 0.06729 0.2785 74 416: 37%|###7 | 19/51 [00:01<00:02, 12.86it/s]
5/99 0.457G 0.1005 0.1107 0.06729 0.2785 74 416: 41%|####1 | 21/51 [00:01<00:02, 12.41it/s]
5/99 0.457G 0.1007 0.1102 0.06733 0.2782 53 416: 41%|####1 | 21/51 [00:01<00:02, 12.41it/s]
5/99 0.457G 0.1006 0.1097 0.06732 0.2776 52 416: 41%|####1 | 21/51 [00:01<00:02, 12.41it/s]
5/99 0.457G 0.1006 0.1097 0.06732 0.2776 52 416: 45%|####5 | 23/51 [00:01<00:02, 12.52it/s]
5/99 0.457G 0.1003 0.1106 0.06731 0.2782 58 416: 45%|####5 | 23/51 [00:01<00:02, 12.52it/s]
5/99 0.457G 0.1002 0.1076 0.06722 0.275 12 416: 45%|####5 | 23/51 [00:01<00:02, 12.52it/s]
5/99 0.457G 0.1002 0.1076 0.06722 0.275 12 416: 49%|####9 | 25/51 [00:01<00:02, 12.86it/s]
5/99 0.457G 0.1005 0.108 0.0673 0.2758 74 416: 49%|####9 | 25/51 [00:02<00:02, 12.86it/s]
5/99 0.457G 0.1007 0.105 0.06723 0.2728 9 416: 49%|####9 | 25/51 [00:02<00:02, 12.86it/s]
5/99 0.457G 0.1007 0.105 0.06723 0.2728 9 416: 53%|#####2 | 27/51 [00:02<00:01, 12.43it/s]
5/99 0.457G 0.1005 0.1047 0.06724 0.2725 48 416: 53%|#####2 | 27/51 [00:02<00:01, 12.43it/s]
5/99 0.457G 0.1006 0.1055 0.06724 0.2734 78 416: 53%|#####2 | 27/51 [00:02<00:01, 12.43it/s]
5/99 0.457G 0.1006 0.1055 0.06724 0.2734 78 416: 57%|#####6 | 29/51 [00:02<00:01, 12.90it/s]
5/99 0.457G 0.1009 0.1057 0.06725 0.2738 84 416: 57%|#####6 | 29/51 [00:02<00:01, 12.90it/s]
5/99 0.457G 0.101 0.1057 0.06733 0.274 67 416: 57%|#####6 | 29/51 [00:02<00:01, 12.90it/s]
5/99 0.457G 0.101 0.1057 0.06733 0.274 67 416: 61%|###### | 31/51 [00:02<00:01, 12.46it/s]
5/99 0.457G 0.1008 0.1072 0.06731 0.2754 80 416: 61%|###### | 31/51 [00:02<00:01, 12.46it/s]
5/99 0.457G 0.1007 0.1096 0.0673 0.2776 101 416: 61%|###### | 31/51 [00:02<00:01, 12.46it/s]
5/99 0.457G 0.1007 0.1096 0.0673 0.2776 101 416: 65%|######4 | 33/51 [00:02<00:01, 12.90it/s]
5/99 0.457G 0.09989 0.1088 0.06664 0.2753 79 416: 65%|######4 | 33/51 [00:02<00:01, 12.90it/s]
5/99 0.457G 0.09979 0.1078 0.0666 0.2742 32 416: 65%|######4 | 33/51 [00:02<00:01, 12.90it/s]
5/99 0.457G 0.09979 0.1078 0.0666 0.2742 32 416: 69%|######8 | 35/51 [00:02<00:01, 13.26it/s]
5/99 0.457G 0.09909 0.1087 0.066 0.2738 145 416: 69%|######8 | 35/51 [00:02<00:01, 13.26it/s]
5/99 0.457G 0.09924 0.1103 0.06601 0.2756 120 416: 69%|######8 | 35/51 [00:02<00:01, 13.26it/s]
5/99 0.457G 0.09924 0.1103 0.06601 0.2756 120 416: 73%|#######2 | 37/51 [00:02<00:01, 13.10it/s]
5/99 0.457G 0.09949 0.1096 0.06603 0.2751 65 416: 73%|#######2 | 37/51 [00:03<00:01, 13.10it/s]
5/99 0.457G 0.09967 0.1107 0.06608 0.2765 95 416: 73%|#######2 | 37/51 [00:03<00:01, 13.10it/s]
5/99 0.457G 0.09967 0.1107 0.06608 0.2765 95 416: 76%|#######6 | 39/51 [00:03<00:00, 12.89it/s]
5/99 0.457G 0.09972 0.111 0.06607 0.2768 75 416: 76%|#######6 | 39/51 [00:03<00:00, 12.89it/s]
5/99 0.457G 0.09981 0.1102 0.06608 0.2761 49 416: 76%|#######6 | 39/51 [00:03<00:00, 12.89it/s]
5/99 0.457G 0.09981 0.1102 0.06608 0.2761 49 416: 80%|######## | 41/51 [00:03<00:00, 12.21it/s]
5/99 0.457G 0.09984 0.112 0.06609 0.2779 120 416: 80%|######## | 41/51 [00:03<00:00, 12.21it/s]
5/99 0.457G 0.09978 0.1105 0.06609 0.2764 24 416: 80%|######## | 41/51 [00:03<00:00, 12.21it/s]
5/99 0.457G 0.09978 0.1105 0.06609 0.2764 24 416: 84%|########4 | 43/51 [00:03<00:00, 12.73it/s]
5/99 0.457G 0.09954 0.11 0.0661 0.2756 34 416: 84%|########4 | 43/51 [00:03<00:00, 12.73it/s]
5/99 0.457G 0.0995 0.1101 0.06611 0.2757 65 416: 84%|########4 | 43/51 [00:03<00:00, 12.73it/s]
5/99 0.457G 0.0995 0.1101 0.06611 0.2757 65 416: 88%|########8 | 45/51 [00:03<00:00, 12.24it/s]
5/99 0.457G 0.09958 0.1096 0.06608 0.2753 62 416: 88%|########8 | 45/51 [00:03<00:00, 12.24it/s]
5/99 0.457G 0.09962 0.1104 0.06611 0.2761 84 416: 88%|########8 | 45/51 [00:03<00:00, 12.24it/s]
5/99 0.457G 0.09962 0.1104 0.06611 0.2761 84 416: 92%|#########2| 47/51 [00:03<00:00, 10.74it/s]
5/99 0.457G 0.09971 0.1091 0.06606 0.2749 26 416: 92%|#########2| 47/51 [00:03<00:00, 10.74it/s]
5/99 0.457G 0.09958 0.1103 0.06607 0.276 88 416: 92%|#########2| 47/51 [00:03<00:00, 10.74it/s]
5/99 0.457G 0.09958 0.1103 0.06607 0.276 88 416: 96%|#########6| 49/51 [00:03<00:00, 11.23it/s]
5/99 0.457G 0.09951 0.1109 0.06607 0.2764 72 416: 96%|#########6| 49/51 [00:04<00:00, 11.23it/s]
5/99 0.457G 0.09883 0.1101 0.06564 0.2746 11 416: 96%|#########6| 49/51 [00:04<00:00, 11.23it/s]
5/99 0.457G 0.09883 0.1101 0.06564 0.2746 11 416: 100%|##########| 51/51 [00:04<00:00, 12.04it/s]
5/99 0.457G 0.09883 0.1101 0.06564 0.2746 11 416: 100%|##########| 51/51 [00:04<00:00, 12.35it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.54it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.00it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.25it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.83it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
6/99 0.457G 0.1071 0.0966 0.06738 0.2711 86 416: 0%| | 0/51 [00:00<?, ?it/s]
6/99 0.457G 0.1071 0.0966 0.06738 0.2711 86 416: 2%|1 | 1/51 [00:00<00:07, 6.37it/s]
6/99 0.457G 0.1064 0.1235 0.0673 0.2972 119 416: 2%|1 | 1/51 [00:00<00:07, 6.37it/s]
6/99 0.457G 0.1046 0.1081 0.06717 0.2798 43 416: 2%|1 | 1/51 [00:00<00:07, 6.37it/s]
6/99 0.457G 0.1046 0.1081 0.06717 0.2798 43 416: 6%|5 | 3/51 [00:00<00:04, 10.07it/s]
6/99 0.457G 0.1041 0.1032 0.06705 0.2744 71 416: 6%|5 | 3/51 [00:00<00:04, 10.07it/s]
6/99 0.457G 0.1025 0.1035 0.06685 0.2728 59 416: 6%|5 | 3/51 [00:00<00:04, 10.07it/s]
6/99 0.457G 0.1025 0.1035 0.06685 0.2728 59 416: 10%|9 | 5/51 [00:00<00:04, 10.80it/s]
6/99 0.457G 0.1026 0.1089 0.06676 0.2783 86 416: 10%|9 | 5/51 [00:00<00:04, 10.80it/s]
6/99 0.457G 0.1023 0.1156 0.06677 0.2847 107 416: 10%|9 | 5/51 [00:00<00:04, 10.80it/s]
6/99 0.457G 0.1023 0.1156 0.06677 0.2847 107 416: 14%|#3 | 7/51 [00:00<00:03, 11.12it/s]
6/99 0.457G 0.1022 0.1231 0.06682 0.2921 110 416: 14%|#3 | 7/51 [00:00<00:03, 11.12it/s]
6/99 0.457G 0.1017 0.119 0.06674 0.2875 51 416: 14%|#3 | 7/51 [00:00<00:03, 11.12it/s]
6/99 0.457G 0.1017 0.119 0.06674 0.2875 51 416: 18%|#7 | 9/51 [00:00<00:03, 11.69it/s]
6/99 0.457G 0.101 0.1123 0.06687 0.2802 21 416: 18%|#7 | 9/51 [00:00<00:03, 11.69it/s]
6/99 0.457G 0.1005 0.1131 0.06694 0.2805 63 416: 18%|#7 | 9/51 [00:00<00:03, 11.69it/s]
6/99 0.457G 0.1005 0.1131 0.06694 0.2805 63 416: 22%|##1 | 11/51 [00:00<00:03, 12.44it/s]
6/99 0.457G 0.1003 0.1109 0.06693 0.278 41 416: 22%|##1 | 11/51 [00:01<00:03, 12.44it/s]
6/99 0.457G 0.09976 0.1129 0.06682 0.2795 72 416: 22%|##1 | 11/51 [00:01<00:03, 12.44it/s]
6/99 0.457G 0.09976 0.1129 0.06682 0.2795 72 416: 25%|##5 | 13/51 [00:01<00:03, 12.15it/s]
6/99 0.457G 0.09944 0.1105 0.06681 0.2767 39 416: 25%|##5 | 13/51 [00:01<00:03, 12.15it/s]
6/99 0.457G 0.0998 0.1145 0.0668 0.281 137 416: 25%|##5 | 13/51 [00:01<00:03, 12.15it/s]
6/99 0.457G 0.0998 0.1145 0.0668 0.281 137 416: 29%|##9 | 15/51 [00:01<00:02, 12.29it/s]
6/99 0.457G 0.1002 0.114 0.06677 0.281 84 416: 29%|##9 | 15/51 [00:01<00:02, 12.29it/s]
6/99 0.457G 0.1001 0.118 0.06676 0.2849 112 416: 29%|##9 | 15/51 [00:01<00:02, 12.29it/s]
6/99 0.457G 0.1001 0.118 0.06676 0.2849 112 416: 33%|###3 | 17/51 [00:01<00:02, 12.83it/s]
6/99 0.457G 0.0986 0.1198 0.0655 0.2839 151 416: 33%|###3 | 17/51 [00:01<00:02, 12.83it/s]
6/99 0.457G 0.09857 0.1184 0.06553 0.2825 49 416: 33%|###3 | 17/51 [00:01<00:02, 12.83it/s]
6/99 0.457G 0.09857 0.1184 0.06553 0.2825 49 416: 37%|###7 | 19/51 [00:01<00:02, 12.80it/s]
6/99 0.457G 0.09842 0.1174 0.0656 0.2815 50 416: 37%|###7 | 19/51 [00:01<00:02, 12.80it/s]
6/99 0.457G 0.09849 0.1202 0.06566 0.2844 114 416: 37%|###7 | 19/51 [00:01<00:02, 12.80it/s]
6/99 0.457G 0.09849 0.1202 0.06566 0.2844 114 416: 41%|####1 | 21/51 [00:01<00:02, 12.88it/s]
6/99 0.457G 0.09903 0.1175 0.0659 0.2824 37 416: 41%|####1 | 21/51 [00:01<00:02, 12.88it/s]
6/99 0.457G 0.09897 0.115 0.06598 0.28 29 416: 41%|####1 | 21/51 [00:01<00:02, 12.88it/s]
6/99 0.457G 0.09897 0.115 0.06598 0.28 29 416: 45%|####5 | 23/51 [00:01<00:02, 12.83it/s]
6/99 0.457G 0.09873 0.1149 0.066 0.2796 57 416: 45%|####5 | 23/51 [00:01<00:02, 12.83it/s]
6/99 0.457G 0.09756 0.1151 0.06511 0.2778 106 416: 45%|####5 | 23/51 [00:02<00:02, 12.83it/s]
6/99 0.457G 0.09756 0.1151 0.06511 0.2778 106 416: 49%|####9 | 25/51 [00:02<00:02, 12.43it/s]
6/99 0.457G 0.09773 0.115 0.06517 0.2779 79 416: 49%|####9 | 25/51 [00:02<00:02, 12.43it/s]
6/99 0.457G 0.09797 0.1134 0.06522 0.2766 46 416: 49%|####9 | 25/51 [00:02<00:02, 12.43it/s]
6/99 0.457G 0.09797 0.1134 0.06522 0.2766 46 416: 53%|#####2 | 27/51 [00:02<00:02, 11.76it/s]
6/99 0.457G 0.09792 0.1123 0.06531 0.2756 45 416: 53%|#####2 | 27/51 [00:02<00:02, 11.76it/s]
6/99 0.457G 0.09795 0.1118 0.06533 0.2751 59 416: 53%|#####2 | 27/51 [00:02<00:02, 11.76it/s]
6/99 0.457G 0.09795 0.1118 0.06533 0.2751 59 416: 57%|#####6 | 29/51 [00:02<00:01, 11.23it/s]
6/99 0.457G 0.09788 0.1106 0.06537 0.2738 38 416: 57%|#####6 | 29/51 [00:02<00:01, 11.23it/s]
6/99 0.457G 0.098 0.1116 0.06535 0.275 96 416: 57%|#####6 | 29/51 [00:02<00:01, 11.23it/s]
6/99 0.457G 0.098 0.1116 0.06535 0.275 96 416: 61%|###### | 31/51 [00:02<00:01, 10.79it/s]
6/99 0.457G 0.09796 0.1125 0.06538 0.2758 84 416: 61%|###### | 31/51 [00:02<00:01, 10.79it/s]
6/99 0.457G 0.09811 0.1123 0.06541 0.2759 88 416: 61%|###### | 31/51 [00:02<00:01, 10.79it/s]
6/99 0.457G 0.09811 0.1123 0.06541 0.2759 88 416: 65%|######4 | 33/51 [00:02<00:01, 11.63it/s]
6/99 0.457G 0.09804 0.1128 0.06538 0.2762 74 416: 65%|######4 | 33/51 [00:02<00:01, 11.63it/s]
6/99 0.457G 0.09828 0.1126 0.0655 0.2764 74 416: 65%|######4 | 33/51 [00:02<00:01, 11.63it/s]
6/99 0.457G 0.09828 0.1126 0.0655 0.2764 74 416: 69%|######8 | 35/51 [00:02<00:01, 11.92it/s]
6/99 0.457G 0.09833 0.1125 0.06551 0.2763 59 416: 69%|######8 | 35/51 [00:03<00:01, 11.92it/s]
6/99 0.457G 0.09834 0.1146 0.06555 0.2785 119 416: 69%|######8 | 35/51 [00:03<00:01, 11.92it/s]
6/99 0.457G 0.09834 0.1146 0.06555 0.2785 119 416: 73%|#######2 | 37/51 [00:03<00:01, 11.53it/s]
6/99 0.457G 0.09842 0.1155 0.06561 0.2795 112 416: 73%|#######2 | 37/51 [00:03<00:01, 11.53it/s]
6/99 0.457G 0.09819 0.1143 0.06563 0.2781 33 416: 73%|#######2 | 37/51 [00:03<00:01, 11.53it/s]
6/99 0.457G 0.09819 0.1143 0.06563 0.2781 33 416: 76%|#######6 | 39/51 [00:03<00:00, 12.17it/s]
6/99 0.457G 0.09813 0.1132 0.06567 0.277 32 416: 76%|#######6 | 39/51 [00:03<00:00, 12.17it/s]
6/99 0.457G 0.09802 0.1138 0.06569 0.2775 75 416: 76%|#######6 | 39/51 [00:03<00:00, 12.17it/s]
6/99 0.457G 0.09802 0.1138 0.06569 0.2775 75 416: 80%|######## | 41/51 [00:03<00:00, 12.34it/s]
6/99 0.457G 0.09799 0.1155 0.06572 0.2792 110 416: 80%|######## | 41/51 [00:03<00:00, 12.34it/s]
6/99 0.457G 0.09826 0.1145 0.06572 0.2785 77 416: 80%|######## | 41/51 [00:03<00:00, 12.34it/s]
6/99 0.457G 0.09826 0.1145 0.06572 0.2785 77 416: 84%|########4 | 43/51 [00:03<00:00, 12.11it/s]
6/99 0.457G 0.09842 0.115 0.06576 0.2792 127 416: 84%|########4 | 43/51 [00:03<00:00, 12.11it/s]
6/99 0.457G 0.09842 0.1138 0.06581 0.2781 32 416: 84%|########4 | 43/51 [00:03<00:00, 12.11it/s]
6/99 0.457G 0.09842 0.1138 0.06581 0.2781 32 416: 88%|########8 | 45/51 [00:03<00:00, 12.29it/s]
6/99 0.457G 0.09837 0.1123 0.06585 0.2765 15 416: 88%|########8 | 45/51 [00:03<00:00, 12.29it/s]
6/99 0.457G 0.09783 0.1124 0.0654 0.2756 129 416: 88%|########8 | 45/51 [00:03<00:00, 12.29it/s]
6/99 0.457G 0.09783 0.1124 0.0654 0.2756 129 416: 92%|#########2| 47/51 [00:03<00:00, 12.80it/s]
6/99 0.457G 0.09769 0.1122 0.06538 0.2753 54 416: 92%|#########2| 47/51 [00:03<00:00, 12.80it/s]
6/99 0.457G 0.09786 0.1121 0.0654 0.2753 78 416: 92%|#########2| 47/51 [00:04<00:00, 12.80it/s]
6/99 0.457G 0.09786 0.1121 0.0654 0.2753 78 416: 96%|#########6| 49/51 [00:04<00:00, 12.41it/s]
6/99 0.457G 0.09803 0.1109 0.0654 0.2743 52 416: 96%|#########6| 49/51 [00:04<00:00, 12.41it/s]
6/99 0.457G 0.098 0.1103 0.06538 0.2737 10 416: 96%|#########6| 49/51 [00:04<00:00, 12.41it/s]
6/99 0.457G 0.098 0.1103 0.06538 0.2737 10 416: 100%|##########| 51/51 [00:04<00:00, 12.86it/s]
6/99 0.457G 0.098 0.1103 0.06538 0.2737 10 416: 100%|##########| 51/51 [00:04<00:00, 12.05it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.53it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.30it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.54it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.28it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
7/99 0.457G 0.09621 0.09194 0.06724 0.2554 49 416: 0%| | 0/51 [00:00<?, ?it/s]
7/99 0.457G 0.0996 0.07825 0.06731 0.2452 46 416: 0%| | 0/51 [00:00<?, ?it/s]
7/99 0.457G 0.0996 0.07825 0.06731 0.2452 46 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
7/99 0.457G 0.09933 0.07164 0.06656 0.2375 34 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
7/99 0.457G 0.0999 0.08778 0.0665 0.2542 95 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
7/99 0.457G 0.0999 0.08778 0.0665 0.2542 95 416: 8%|7 | 4/51 [00:00<00:03, 11.84it/s]
7/99 0.457G 0.09843 0.08537 0.06623 0.25 37 416: 8%|7 | 4/51 [00:00<00:03, 11.84it/s]
7/99 0.457G 0.09947 0.09043 0.06586 0.2558 105 416: 8%|7 | 4/51 [00:00<00:03, 11.84it/s]
7/99 0.457G 0.09947 0.09043 0.06586 0.2558 105 416: 12%|#1 | 6/51 [00:00<00:03, 12.24it/s]
7/99 0.457G 0.1002 0.08992 0.06599 0.2561 74 416: 12%|#1 | 6/51 [00:00<00:03, 12.24it/s]
7/99 0.457G 0.102 0.08619 0.06615 0.2543 56 416: 12%|#1 | 6/51 [00:00<00:03, 12.24it/s]
7/99 0.457G 0.102 0.08619 0.06615 0.2543 56 416: 16%|#5 | 8/51 [00:00<00:03, 12.93it/s]
7/99 0.457G 0.1022 0.08565 0.06612 0.254 67 416: 16%|#5 | 8/51 [00:00<00:03, 12.93it/s]
7/99 0.457G 0.102 0.08277 0.06598 0.2508 37 416: 16%|#5 | 8/51 [00:00<00:03, 12.93it/s]
7/99 0.457G 0.102 0.08277 0.06598 0.2508 37 416: 20%|#9 | 10/51 [00:00<00:03, 12.10it/s]
7/99 0.457G 0.1016 0.08832 0.06589 0.2559 96 416: 20%|#9 | 10/51 [00:00<00:03, 12.10it/s]
7/99 0.457G 0.1025 0.08581 0.06585 0.2542 54 416: 20%|#9 | 10/51 [00:00<00:03, 12.10it/s]
7/99 0.457G 0.1025 0.08581 0.06585 0.2542 54 416: 24%|##3 | 12/51 [00:00<00:03, 12.28it/s]
7/99 0.457G 0.1028 0.08416 0.06562 0.2526 54 416: 24%|##3 | 12/51 [00:01<00:03, 12.28it/s]
7/99 0.457G 0.1035 0.0833 0.06546 0.2522 76 416: 24%|##3 | 12/51 [00:01<00:03, 12.28it/s]
7/99 0.457G 0.1035 0.0833 0.06546 0.2522 76 416: 27%|##7 | 14/51 [00:01<00:02, 12.83it/s]
7/99 0.457G 0.1036 0.08442 0.06542 0.2534 76 416: 27%|##7 | 14/51 [00:01<00:02, 12.83it/s]
7/99 0.457G 0.1031 0.08696 0.06545 0.2556 66 416: 27%|##7 | 14/51 [00:01<00:02, 12.83it/s]
7/99 0.457G 0.1031 0.08696 0.06545 0.2556 66 416: 31%|###1 | 16/51 [00:01<00:02, 12.57it/s]
7/99 0.457G 0.1028 0.09012 0.06545 0.2584 109 416: 31%|###1 | 16/51 [00:01<00:02, 12.57it/s]
7/99 0.457G 0.1029 0.09486 0.06546 0.2632 179 416: 31%|###1 | 16/51 [00:01<00:02, 12.57it/s]
7/99 0.457G 0.1029 0.09486 0.06546 0.2632 179 416: 35%|###5 | 18/51 [00:01<00:02, 12.16it/s]
7/99 0.457G 0.1028 0.09736 0.06539 0.2655 121 416: 35%|###5 | 18/51 [00:01<00:02, 12.16it/s]
7/99 0.457G 0.1028 0.09727 0.06556 0.2656 68 416: 35%|###5 | 18/51 [00:01<00:02, 12.16it/s]
7/99 0.457G 0.1028 0.09727 0.06556 0.2656 68 416: 39%|###9 | 20/51 [00:01<00:02, 12.08it/s]
7/99 0.457G 0.1025 0.09819 0.06561 0.2663 79 416: 39%|###9 | 20/51 [00:01<00:02, 12.08it/s]
7/99 0.457G 0.1022 0.09879 0.06561 0.2666 64 416: 39%|###9 | 20/51 [00:01<00:02, 12.08it/s]
7/99 0.457G 0.1022 0.09879 0.06561 0.2666 64 416: 43%|####3 | 22/51 [00:01<00:02, 11.88it/s]
7/99 0.457G 0.102 0.09775 0.06559 0.2653 45 416: 43%|####3 | 22/51 [00:01<00:02, 11.88it/s]
7/99 0.457G 0.1016 0.0991 0.06557 0.2662 69 416: 43%|####3 | 22/51 [00:01<00:02, 11.88it/s]
7/99 0.457G 0.1016 0.0991 0.06557 0.2662 69 416: 47%|####7 | 24/51 [00:01<00:02, 11.77it/s]
7/99 0.457G 0.1021 0.09989 0.06567 0.2676 110 416: 47%|####7 | 24/51 [00:02<00:02, 11.77it/s]
7/99 0.457G 0.1009 0.09991 0.06484 0.2657 111 416: 47%|####7 | 24/51 [00:02<00:02, 11.77it/s]
7/99 0.457G 0.1009 0.09991 0.06484 0.2657 111 416: 51%|##### | 26/51 [00:02<00:02, 12.37it/s]
7/99 0.457G 0.1007 0.09974 0.06484 0.2653 51 416: 51%|##### | 26/51 [00:02<00:02, 12.37it/s]
7/99 0.457G 0.1005 0.1013 0.06486 0.2667 90 416: 51%|##### | 26/51 [00:02<00:02, 12.37it/s]
7/99 0.457G 0.1005 0.1013 0.06486 0.2667 90 416: 55%|#####4 | 28/51 [00:02<00:01, 12.90it/s]
7/99 0.457G 0.1007 0.101 0.06486 0.2665 66 416: 55%|#####4 | 28/51 [00:02<00:01, 12.90it/s]
7/99 0.457G 0.1006 0.1018 0.06488 0.2673 81 416: 55%|#####4 | 28/51 [00:02<00:01, 12.90it/s]
7/99 0.457G 0.1006 0.1018 0.06488 0.2673 81 416: 59%|#####8 | 30/51 [00:02<00:01, 12.21it/s]
7/99 0.457G 0.1004 0.1031 0.06493 0.2685 88 416: 59%|#####8 | 30/51 [00:02<00:01, 12.21it/s]
7/99 0.457G 0.1007 0.1015 0.06488 0.267 38 416: 59%|#####8 | 30/51 [00:02<00:01, 12.21it/s]
7/99 0.457G 0.1007 0.1015 0.06488 0.267 38 416: 63%|######2 | 32/51 [00:02<00:01, 12.72it/s]
7/99 0.457G 0.1007 0.09979 0.06493 0.2654 25 416: 63%|######2 | 32/51 [00:02<00:01, 12.72it/s]
7/99 0.457G 0.1006 0.1 0.06492 0.2656 74 416: 63%|######2 | 32/51 [00:02<00:01, 12.72it/s]
7/99 0.457G 0.1006 0.1 0.06492 0.2656 74 416: 67%|######6 | 34/51 [00:02<00:01, 12.72it/s]
7/99 0.457G 0.09979 0.09927 0.06429 0.2634 80 416: 67%|######6 | 34/51 [00:02<00:01, 12.72it/s]
7/99 0.457G 0.09957 0.1005 0.06431 0.2644 78 416: 67%|######6 | 34/51 [00:02<00:01, 12.72it/s]
7/99 0.457G 0.09957 0.1005 0.06431 0.2644 78 416: 71%|####### | 36/51 [00:02<00:01, 12.34it/s]
7/99 0.457G 0.09947 0.1003 0.06428 0.264 78 416: 71%|####### | 36/51 [00:02<00:01, 12.34it/s]
7/99 0.457G 0.09942 0.101 0.06432 0.2647 103 416: 71%|####### | 36/51 [00:03<00:01, 12.34it/s]
7/99 0.457G 0.09942 0.101 0.06432 0.2647 103 416: 75%|#######4 | 38/51 [00:03<00:01, 12.83it/s]
7/99 0.457G 0.09939 0.1007 0.06434 0.2645 64 416: 75%|#######4 | 38/51 [00:03<00:01, 12.83it/s]
7/99 0.457G 0.09946 0.09902 0.06442 0.2629 15 416: 75%|#######4 | 38/51 [00:03<00:01, 12.83it/s]
7/99 0.457G 0.09946 0.09902 0.06442 0.2629 15 416: 78%|#######8 | 40/51 [00:03<00:00, 12.81it/s]
7/99 0.457G 0.09962 0.09879 0.06444 0.2629 75 416: 78%|#######8 | 40/51 [00:03<00:00, 12.81it/s]
7/99 0.457G 0.09974 0.09803 0.06443 0.2622 74 416: 78%|#######8 | 40/51 [00:03<00:00, 12.81it/s]
7/99 0.457G 0.09974 0.09803 0.06443 0.2622 74 416: 82%|########2 | 42/51 [00:03<00:00, 13.18it/s]
7/99 0.457G 0.09964 0.09737 0.06449 0.2615 39 416: 82%|########2 | 42/51 [00:03<00:00, 13.18it/s]
7/99 0.457G 0.09969 0.09808 0.06442 0.2622 104 416: 82%|########2 | 42/51 [00:03<00:00, 13.18it/s]
7/99 0.457G 0.09969 0.09808 0.06442 0.2622 104 416: 86%|########6 | 44/51 [00:03<00:00, 12.66it/s]
7/99 0.457G 0.09959 0.09726 0.06443 0.2613 38 416: 86%|########6 | 44/51 [00:03<00:00, 12.66it/s]
7/99 0.457G 0.09974 0.09683 0.06446 0.261 66 416: 86%|########6 | 44/51 [00:03<00:00, 12.66it/s]
7/99 0.457G 0.09974 0.09683 0.06446 0.261 66 416: 90%|######### | 46/51 [00:03<00:00, 12.69it/s]
7/99 0.457G 0.09961 0.09772 0.0645 0.2618 75 416: 90%|######### | 46/51 [00:03<00:00, 12.69it/s]
7/99 0.457G 0.09947 0.09763 0.06452 0.2616 46 416: 90%|######### | 46/51 [00:03<00:00, 12.69it/s]
7/99 0.457G 0.09947 0.09763 0.06452 0.2616 46 416: 94%|#########4| 48/51 [00:03<00:00, 13.09it/s]
7/99 0.457G 0.0994 0.09796 0.06455 0.2619 61 416: 94%|#########4| 48/51 [00:03<00:00, 13.09it/s]
7/99 0.457G 0.09929 0.09783 0.06455 0.2617 53 416: 94%|#########4| 48/51 [00:04<00:00, 13.09it/s]
7/99 0.457G 0.09929 0.09783 0.06455 0.2617 53 416: 98%|#########8| 50/51 [00:04<00:00, 12.19it/s]
7/99 0.457G 0.09866 0.09969 0.06416 0.2625 42 416: 98%|#########8| 50/51 [00:04<00:00, 12.19it/s]
7/99 0.457G 0.09866 0.09969 0.06416 0.2625 42 416: 100%|##########| 51/51 [00:04<00:00, 12.57it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.54it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.14it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.90it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.75it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
8/99 0.457G 0.1149 0.07088 0.06498 0.2508 76 416: 0%| | 0/51 [00:00<?, ?it/s]
8/99 0.457G 0.1141 0.09508 0.06428 0.2734 125 416: 0%| | 0/51 [00:00<?, ?it/s]
8/99 0.457G 0.1141 0.09508 0.06428 0.2734 125 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
8/99 0.457G 0.1072 0.0819 0.0654 0.2545 21 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
8/99 0.457G 0.1042 0.08528 0.06526 0.2547 59 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
8/99 0.457G 0.1042 0.08528 0.06526 0.2547 59 416: 8%|7 | 4/51 [00:00<00:03, 13.29it/s]
8/99 0.457G 0.1019 0.09037 0.06499 0.2572 70 416: 8%|7 | 4/51 [00:00<00:03, 13.29it/s]
8/99 0.457G 0.1012 0.0916 0.06426 0.2571 71 416: 8%|7 | 4/51 [00:00<00:03, 13.29it/s]
8/99 0.457G 0.1012 0.0916 0.06426 0.2571 71 416: 12%|#1 | 6/51 [00:00<00:04, 10.66it/s]
8/99 0.457G 0.09918 0.09073 0.06421 0.2541 45 416: 12%|#1 | 6/51 [00:00<00:04, 10.66it/s]
8/99 0.457G 0.1 0.08725 0.06427 0.2516 50 416: 12%|#1 | 6/51 [00:00<00:04, 10.66it/s]
8/99 0.457G 0.1 0.08725 0.06427 0.2516 50 416: 16%|#5 | 8/51 [00:00<00:04, 9.94it/s]
8/99 0.457G 0.09901 0.09068 0.06443 0.2541 64 416: 16%|#5 | 8/51 [00:00<00:04, 9.94it/s]
8/99 0.457G 0.09858 0.08863 0.06448 0.2517 46 416: 16%|#5 | 8/51 [00:01<00:04, 9.94it/s]
8/99 0.457G 0.09858 0.08863 0.06448 0.2517 46 416: 20%|#9 | 10/51 [00:01<00:04, 9.16it/s]
8/99 0.457G 0.09864 0.08965 0.06462 0.2529 74 416: 20%|#9 | 10/51 [00:01<00:04, 9.16it/s]
8/99 0.457G 0.09864 0.08965 0.06462 0.2529 74 416: 22%|##1 | 11/51 [00:01<00:04, 8.89it/s]
8/99 0.457G 0.09923 0.08994 0.06472 0.2539 90 416: 22%|##1 | 11/51 [00:01<00:04, 8.89it/s]
8/99 0.457G 0.1 0.09113 0.06466 0.2558 83 416: 22%|##1 | 11/51 [00:01<00:04, 8.89it/s]
8/99 0.457G 0.1 0.09113 0.06466 0.2558 83 416: 25%|##5 | 13/51 [00:01<00:04, 8.85it/s]
8/99 0.457G 0.1001 0.09062 0.0646 0.2553 73 416: 25%|##5 | 13/51 [00:01<00:04, 8.85it/s]
8/99 0.457G 0.09955 0.09151 0.06444 0.2555 70 416: 25%|##5 | 13/51 [00:01<00:04, 8.85it/s]
8/99 0.457G 0.09955 0.09151 0.06444 0.2555 70 416: 29%|##9 | 15/51 [00:01<00:03, 9.85it/s]
8/99 0.457G 0.09932 0.0965 0.06447 0.2603 121 416: 29%|##9 | 15/51 [00:01<00:03, 9.85it/s]
8/99 0.457G 0.09736 0.0957 0.06318 0.2562 74 416: 29%|##9 | 15/51 [00:01<00:03, 9.85it/s]
8/99 0.457G 0.09736 0.0957 0.06318 0.2562 74 416: 33%|###3 | 17/51 [00:01<00:03, 10.64it/s]
8/99 0.457G 0.09762 0.09682 0.0633 0.2577 87 416: 33%|###3 | 17/51 [00:01<00:03, 10.64it/s]
8/99 0.457G 0.09747 0.09672 0.06342 0.2576 53 416: 33%|###3 | 17/51 [00:01<00:03, 10.64it/s]
8/99 0.457G 0.09747 0.09672 0.06342 0.2576 53 416: 37%|###7 | 19/51 [00:01<00:02, 11.57it/s]
8/99 0.457G 0.09791 0.09669 0.06352 0.2581 83 416: 37%|###7 | 19/51 [00:01<00:02, 11.57it/s]
8/99 0.457G 0.09634 0.09552 0.06259 0.2544 54 416: 37%|###7 | 19/51 [00:01<00:02, 11.57it/s]
8/99 0.457G 0.09634 0.09552 0.06259 0.2544 54 416: 41%|####1 | 21/51 [00:01<00:02, 11.55it/s]
8/99 0.457G 0.09627 0.09636 0.06257 0.2552 79 416: 41%|####1 | 21/51 [00:02<00:02, 11.55it/s]
8/99 0.457G 0.09635 0.09527 0.06266 0.2543 53 416: 41%|####1 | 21/51 [00:02<00:02, 11.55it/s]
8/99 0.457G 0.09635 0.09527 0.06266 0.2543 53 416: 45%|####5 | 23/51 [00:02<00:02, 11.90it/s]
8/99 0.457G 0.09607 0.09507 0.0627 0.2538 51 416: 45%|####5 | 23/51 [00:02<00:02, 11.90it/s]
8/99 0.457G 0.09632 0.09484 0.06276 0.2539 95 416: 45%|####5 | 23/51 [00:02<00:02, 11.90it/s]
8/99 0.457G 0.09632 0.09484 0.06276 0.2539 95 416: 49%|####9 | 25/51 [00:02<00:02, 12.51it/s]
8/99 0.457G 0.09642 0.09432 0.06282 0.2536 79 416: 49%|####9 | 25/51 [00:02<00:02, 12.51it/s]
8/99 0.457G 0.09641 0.096 0.06283 0.2552 103 416: 49%|####9 | 25/51 [00:02<00:02, 12.51it/s]
8/99 0.457G 0.09641 0.096 0.06283 0.2552 103 416: 53%|#####2 | 27/51 [00:02<00:01, 12.59it/s]
8/99 0.457G 0.09657 0.09685 0.06278 0.2562 94 416: 53%|#####2 | 27/51 [00:02<00:01, 12.59it/s]
8/99 0.457G 0.09692 0.09732 0.06284 0.2571 125 416: 53%|#####2 | 27/51 [00:02<00:01, 12.59it/s]
8/99 0.457G 0.09692 0.09732 0.06284 0.2571 125 416: 57%|#####6 | 29/51 [00:02<00:01, 13.02it/s]
8/99 0.457G 0.09694 0.09664 0.06297 0.2565 39 416: 57%|#####6 | 29/51 [00:02<00:01, 13.02it/s]
8/99 0.457G 0.09702 0.09622 0.06293 0.2562 62 416: 57%|#####6 | 29/51 [00:02<00:01, 13.02it/s]
8/99 0.457G 0.09702 0.09622 0.06293 0.2562 62 416: 61%|###### | 31/51 [00:02<00:01, 12.94it/s]
8/99 0.457G 0.09719 0.09479 0.063 0.255 45 416: 61%|###### | 31/51 [00:02<00:01, 12.94it/s]
8/99 0.457G 0.0969 0.09404 0.06301 0.254 34 416: 61%|###### | 31/51 [00:02<00:01, 12.94it/s]
8/99 0.457G 0.0969 0.09404 0.06301 0.254 34 416: 65%|######4 | 33/51 [00:02<00:01, 12.12it/s]
8/99 0.457G 0.09693 0.09303 0.06305 0.253 42 416: 65%|######4 | 33/51 [00:02<00:01, 12.12it/s]
8/99 0.457G 0.09693 0.09167 0.06306 0.2517 29 416: 65%|######4 | 33/51 [00:03<00:01, 12.12it/s]
8/99 0.457G 0.09693 0.09167 0.06306 0.2517 29 416: 69%|######8 | 35/51 [00:03<00:01, 12.64it/s]
8/99 0.457G 0.09689 0.09179 0.06308 0.2518 69 416: 69%|######8 | 35/51 [00:03<00:01, 12.64it/s]
8/99 0.457G 0.09682 0.09231 0.06304 0.2522 85 416: 69%|######8 | 35/51 [00:03<00:01, 12.64it/s]
8/99 0.457G 0.09682 0.09231 0.06304 0.2522 85 416: 73%|#######2 | 37/51 [00:03<00:01, 12.70it/s]
8/99 0.457G 0.09665 0.09215 0.06302 0.2518 51 416: 73%|#######2 | 37/51 [00:03<00:01, 12.70it/s]
8/99 0.457G 0.09656 0.09267 0.06304 0.2523 72 416: 73%|#######2 | 37/51 [00:03<00:01, 12.70it/s]
8/99 0.457G 0.09656 0.09267 0.06304 0.2523 72 416: 76%|#######6 | 39/51 [00:03<00:00, 13.01it/s]
8/99 0.457G 0.09646 0.0919 0.06307 0.2514 32 416: 76%|#######6 | 39/51 [00:03<00:00, 13.01it/s]
8/99 0.457G 0.09634 0.09244 0.06312 0.2519 82 416: 76%|#######6 | 39/51 [00:03<00:00, 13.01it/s]
8/99 0.457G 0.09634 0.09244 0.06312 0.2519 82 416: 80%|######## | 41/51 [00:03<00:00, 12.26it/s]
8/99 0.457G 0.09574 0.09173 0.0626 0.2501 70 416: 80%|######## | 41/51 [00:03<00:00, 12.26it/s]
8/99 0.457G 0.0957 0.09233 0.06261 0.2506 87 416: 80%|######## | 41/51 [00:03<00:00, 12.26it/s]
8/99 0.457G 0.0957 0.09233 0.06261 0.2506 87 416: 84%|########4 | 43/51 [00:03<00:00, 12.79it/s]
8/99 0.457G 0.09588 0.09286 0.06267 0.2514 107 416: 84%|########4 | 43/51 [00:03<00:00, 12.79it/s]
8/99 0.457G 0.09589 0.09228 0.06268 0.2509 52 416: 84%|########4 | 43/51 [00:03<00:00, 12.79it/s]
8/99 0.457G 0.09589 0.09228 0.06268 0.2509 52 416: 88%|########8 | 45/51 [00:03<00:00, 13.18it/s]
8/99 0.457G 0.09587 0.09188 0.06271 0.2505 44 416: 88%|########8 | 45/51 [00:03<00:00, 13.18it/s]
8/99 0.457G 0.0959 0.09276 0.06274 0.2514 97 416: 88%|########8 | 45/51 [00:03<00:00, 13.18it/s]
8/99 0.457G 0.0959 0.09276 0.06274 0.2514 97 416: 92%|#########2| 47/51 [00:03<00:00, 13.41it/s]
8/99 0.457G 0.096 0.09258 0.06282 0.2514 74 416: 92%|#########2| 47/51 [00:04<00:00, 13.41it/s]
8/99 0.457G 0.09583 0.09342 0.06286 0.2521 79 416: 92%|#########2| 47/51 [00:04<00:00, 13.41it/s]
8/99 0.457G 0.09583 0.09342 0.06286 0.2521 79 416: 96%|#########6| 49/51 [00:04<00:00, 12.78it/s]
8/99 0.457G 0.09568 0.09231 0.06285 0.2508 21 416: 96%|#########6| 49/51 [00:04<00:00, 12.78it/s]
8/99 0.457G 0.0952 0.09189 0.06246 0.2496 19 416: 96%|#########6| 49/51 [00:04<00:00, 12.78it/s]
8/99 0.457G 0.0952 0.09189 0.06246 0.2496 19 416: 100%|##########| 51/51 [00:04<00:00, 13.58it/s]
8/99 0.457G 0.0952 0.09189 0.06246 0.2496 19 416: 100%|##########| 51/51 [00:04<00:00, 11.92it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.38it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.81it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.40it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
9/99 0.457G 0.09564 0.07331 0.06065 0.2296 46 416: 0%| | 0/51 [00:00<?, ?it/s]
9/99 0.457G 0.09562 0.08747 0.06297 0.2461 58 416: 0%| | 0/51 [00:00<?, ?it/s]
9/99 0.457G 0.09562 0.08747 0.06297 0.2461 58 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
9/99 0.457G 0.09645 0.102 0.06424 0.2627 95 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
9/99 0.457G 0.09596 0.09015 0.06487 0.251 28 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
9/99 0.457G 0.09596 0.09015 0.06487 0.251 28 416: 8%|7 | 4/51 [00:00<00:03, 13.55it/s]
9/99 0.457G 0.09554 0.1004 0.06467 0.2606 98 416: 8%|7 | 4/51 [00:00<00:03, 13.55it/s]
9/99 0.457G 0.09613 0.09796 0.06439 0.2585 101 416: 8%|7 | 4/51 [00:00<00:03, 13.55it/s]
9/99 0.457G 0.09613 0.09796 0.06439 0.2585 101 416: 12%|#1 | 6/51 [00:00<00:03, 12.57it/s]
9/99 0.457G 0.09497 0.09734 0.06428 0.2566 53 416: 12%|#1 | 6/51 [00:00<00:03, 12.57it/s]
9/99 0.457G 0.09374 0.09596 0.06415 0.2538 53 416: 12%|#1 | 6/51 [00:00<00:03, 12.57it/s]
9/99 0.457G 0.09374 0.09596 0.06415 0.2538 53 416: 16%|#5 | 8/51 [00:00<00:03, 12.65it/s]
9/99 0.457G 0.09443 0.09512 0.06412 0.2537 79 416: 16%|#5 | 8/51 [00:00<00:03, 12.65it/s]
9/99 0.457G 0.09502 0.09084 0.06437 0.2502 37 416: 16%|#5 | 8/51 [00:00<00:03, 12.65it/s]
9/99 0.457G 0.09502 0.09084 0.06437 0.2502 37 416: 20%|#9 | 10/51 [00:00<00:03, 13.12it/s]
9/99 0.457G 0.0955 0.09641 0.06444 0.2564 138 416: 20%|#9 | 10/51 [00:00<00:03, 13.12it/s]
9/99 0.457G 0.09521 0.0969 0.06455 0.2567 67 416: 20%|#9 | 10/51 [00:00<00:03, 13.12it/s]
9/99 0.457G 0.09521 0.0969 0.06455 0.2567 67 416: 24%|##3 | 12/51 [00:00<00:03, 13.00it/s]
9/99 0.457G 0.09469 0.09517 0.06433 0.2542 45 416: 24%|##3 | 12/51 [00:00<00:03, 13.00it/s]
9/99 0.457G 0.09522 0.09746 0.06436 0.257 122 416: 24%|##3 | 12/51 [00:01<00:03, 13.00it/s]
9/99 0.457G 0.09522 0.09746 0.06436 0.257 122 416: 27%|##7 | 14/51 [00:01<00:02, 12.36it/s]
9/99 0.457G 0.09484 0.09754 0.06421 0.2566 74 416: 27%|##7 | 14/51 [00:01<00:02, 12.36it/s]
9/99 0.457G 0.09475 0.09718 0.06434 0.2563 57 416: 27%|##7 | 14/51 [00:01<00:02, 12.36it/s]
9/99 0.457G 0.09475 0.09718 0.06434 0.2563 57 416: 31%|###1 | 16/51 [00:01<00:02, 12.74it/s]
9/99 0.457G 0.09498 0.09582 0.06424 0.255 65 416: 31%|###1 | 16/51 [00:01<00:02, 12.74it/s]
9/99 0.457G 0.09464 0.09525 0.06407 0.254 65 416: 31%|###1 | 16/51 [00:01<00:02, 12.74it/s]
9/99 0.457G 0.09464 0.09525 0.06407 0.254 65 416: 35%|###5 | 18/51 [00:01<00:02, 12.75it/s]
9/99 0.457G 0.09457 0.09664 0.06419 0.2554 100 416: 35%|###5 | 18/51 [00:01<00:02, 12.75it/s]
9/99 0.457G 0.09424 0.09619 0.06408 0.2545 52 416: 35%|###5 | 18/51 [00:01<00:02, 12.75it/s]
9/99 0.457G 0.09424 0.09619 0.06408 0.2545 52 416: 39%|###9 | 20/51 [00:01<00:02, 12.74it/s]
9/99 0.457G 0.09424 0.09786 0.06408 0.2562 101 416: 39%|###9 | 20/51 [00:01<00:02, 12.74it/s]
9/99 0.457G 0.09469 0.09773 0.06416 0.2566 83 416: 39%|###9 | 20/51 [00:01<00:02, 12.74it/s]
9/99 0.457G 0.09469 0.09773 0.06416 0.2566 83 416: 43%|####3 | 22/51 [00:01<00:02, 12.33it/s]
9/99 0.457G 0.095 0.09797 0.0642 0.2572 87 416: 43%|####3 | 22/51 [00:01<00:02, 12.33it/s]
9/99 0.457G 0.09485 0.09908 0.06423 0.2582 104 416: 43%|####3 | 22/51 [00:01<00:02, 12.33it/s]
9/99 0.457G 0.09485 0.09908 0.06423 0.2582 104 416: 47%|####7 | 24/51 [00:01<00:02, 12.46it/s]
9/99 0.457G 0.0948 0.09967 0.06423 0.2587 94 416: 47%|####7 | 24/51 [00:01<00:02, 12.46it/s]
9/99 0.457G 0.0947 0.1007 0.06418 0.2596 106 416: 47%|####7 | 24/51 [00:02<00:02, 12.46it/s]
9/99 0.457G 0.0947 0.1007 0.06418 0.2596 106 416: 51%|##### | 26/51 [00:02<00:01, 12.93it/s]
9/99 0.457G 0.09359 0.09944 0.06337 0.2564 44 416: 51%|##### | 26/51 [00:02<00:01, 12.93it/s]
9/99 0.457G 0.09339 0.09843 0.06339 0.2552 40 416: 51%|##### | 26/51 [00:02<00:01, 12.93it/s]
9/99 0.457G 0.09339 0.09843 0.06339 0.2552 40 416: 55%|#####4 | 28/51 [00:02<00:01, 13.28it/s]
9/99 0.457G 0.0932 0.09778 0.06337 0.2544 65 416: 55%|#####4 | 28/51 [00:02<00:01, 13.28it/s]
9/99 0.457G 0.09301 0.09769 0.06349 0.2542 55 416: 55%|#####4 | 28/51 [00:02<00:01, 13.28it/s]
9/99 0.457G 0.09301 0.09769 0.06349 0.2542 55 416: 59%|#####8 | 30/51 [00:02<00:01, 12.35it/s]
9/99 0.457G 0.09278 0.09691 0.0634 0.2531 45 416: 59%|#####8 | 30/51 [00:02<00:01, 12.35it/s]
9/99 0.457G 0.09191 0.09603 0.06268 0.2506 84 416: 59%|#####8 | 30/51 [00:02<00:01, 12.35it/s]
9/99 0.457G 0.09191 0.09603 0.06268 0.2506 84 416: 63%|######2 | 32/51 [00:02<00:01, 12.85it/s]
9/99 0.457G 0.09185 0.09483 0.06271 0.2494 34 416: 63%|######2 | 32/51 [00:02<00:01, 12.85it/s]
9/99 0.457G 0.09106 0.09532 0.0621 0.2485 120 416: 63%|######2 | 32/51 [00:02<00:01, 12.85it/s]
9/99 0.457G 0.09106 0.09532 0.0621 0.2485 120 416: 67%|######6 | 34/51 [00:02<00:01, 13.21it/s]
9/99 0.457G 0.09096 0.09511 0.06212 0.2482 52 416: 67%|######6 | 34/51 [00:02<00:01, 13.21it/s]
9/99 0.457G 0.09034 0.09416 0.06158 0.2461 79 416: 67%|######6 | 34/51 [00:02<00:01, 13.21it/s]
9/99 0.457G 0.09034 0.09416 0.06158 0.2461 79 416: 71%|####### | 36/51 [00:02<00:01, 13.44it/s]
9/99 0.457G 0.09022 0.0947 0.06161 0.2465 65 416: 71%|####### | 36/51 [00:02<00:01, 13.44it/s]
9/99 0.457G 0.09025 0.09355 0.06159 0.2454 24 416: 71%|####### | 36/51 [00:03<00:01, 13.44it/s]
9/99 0.457G 0.09025 0.09355 0.06159 0.2454 24 416: 75%|#######4 | 38/51 [00:03<00:01, 11.36it/s]
9/99 0.457G 0.09023 0.09444 0.06167 0.2463 95 416: 75%|#######4 | 38/51 [00:03<00:01, 11.36it/s]
9/99 0.457G 0.09022 0.09339 0.06183 0.2454 32 416: 75%|#######4 | 38/51 [00:03<00:01, 11.36it/s]
9/99 0.457G 0.09022 0.09339 0.06183 0.2454 32 416: 78%|#######8 | 40/51 [00:03<00:00, 11.14it/s]
9/99 0.457G 0.09007 0.09253 0.06193 0.2445 44 416: 78%|#######8 | 40/51 [00:03<00:00, 11.14it/s]
9/99 0.457G 0.0901 0.09289 0.06201 0.245 106 416: 78%|#######8 | 40/51 [00:03<00:00, 11.14it/s]
9/99 0.457G 0.0901 0.09289 0.06201 0.245 106 416: 82%|########2 | 42/51 [00:03<00:00, 11.57it/s]
9/99 0.457G 0.09028 0.09284 0.06213 0.2453 101 416: 82%|########2 | 42/51 [00:03<00:00, 11.57it/s]
9/99 0.457G 0.09016 0.09232 0.0621 0.2446 37 416: 82%|########2 | 42/51 [00:03<00:00, 11.57it/s]
9/99 0.457G 0.09016 0.09232 0.0621 0.2446 37 416: 86%|########6 | 44/51 [00:03<00:00, 12.25it/s]
9/99 0.457G 0.08959 0.09238 0.06167 0.2436 78 416: 86%|########6 | 44/51 [00:03<00:00, 12.25it/s]
9/99 0.457G 0.08947 0.09157 0.0617 0.2427 44 416: 86%|########6 | 44/51 [00:03<00:00, 12.25it/s]
9/99 0.457G 0.08947 0.09157 0.0617 0.2427 44 416: 90%|######### | 46/51 [00:03<00:00, 12.34it/s]
9/99 0.457G 0.08948 0.09108 0.06184 0.2424 57 416: 90%|######### | 46/51 [00:03<00:00, 12.34it/s]
9/99 0.457G 0.08934 0.09052 0.06192 0.2418 38 416: 90%|######### | 46/51 [00:03<00:00, 12.34it/s]
9/99 0.457G 0.08934 0.09052 0.06192 0.2418 38 416: 94%|#########4| 48/51 [00:03<00:00, 12.84it/s]
9/99 0.457G 0.08947 0.09024 0.06196 0.2417 67 416: 94%|#########4| 48/51 [00:03<00:00, 12.84it/s]
9/99 0.457G 0.0896 0.08985 0.06204 0.2415 53 416: 94%|#########4| 48/51 [00:03<00:00, 12.84it/s]
9/99 0.457G 0.0896 0.08985 0.06204 0.2415 53 416: 98%|#########8| 50/51 [00:03<00:00, 12.81it/s]
9/99 0.457G 0.08919 0.08867 0.06177 0.2396 2 416: 98%|#########8| 50/51 [00:04<00:00, 12.81it/s]
9/99 0.457G 0.08919 0.08867 0.06177 0.2396 2 416: 100%|##########| 51/51 [00:04<00:00, 12.63it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.18it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 9.78it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 11.07it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.63it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.57it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
10/99 0.457G 0.08919 0.1296 0.06242 0.2812 77 416: 0%| | 0/51 [00:00<?, ?it/s]
10/99 0.457G 0.08824 0.1192 0.06191 0.2694 75 416: 0%| | 0/51 [00:00<?, ?it/s]
10/99 0.457G 0.08824 0.1192 0.06191 0.2694 75 416: 4%|3 | 2/51 [00:00<00:03, 12.32it/s]
10/99 0.457G 0.08991 0.1117 0.06272 0.2643 74 416: 4%|3 | 2/51 [00:00<00:03, 12.32it/s]
10/99 0.457G 0.09165 0.1011 0.0633 0.2561 70 416: 4%|3 | 2/51 [00:00<00:03, 12.32it/s]
10/99 0.457G 0.09165 0.1011 0.0633 0.2561 70 416: 8%|7 | 4/51 [00:00<00:04, 11.49it/s]
10/99 0.457G 0.08922 0.09816 0.06326 0.2506 62 416: 8%|7 | 4/51 [00:00<00:04, 11.49it/s]
10/99 0.457G 0.08559 0.095 0.05973 0.2403 91 416: 8%|7 | 4/51 [00:00<00:04, 11.49it/s]
10/99 0.457G 0.08559 0.095 0.05973 0.2403 91 416: 12%|#1 | 6/51 [00:00<00:03, 12.57it/s]
10/99 0.457G 0.08555 0.1055 0.06011 0.2511 127 416: 12%|#1 | 6/51 [00:00<00:03, 12.57it/s]
10/99 0.457G 0.0848 0.1027 0.06016 0.2477 67 416: 12%|#1 | 6/51 [00:00<00:03, 12.57it/s]
10/99 0.457G 0.0848 0.1027 0.06016 0.2477 67 416: 16%|#5 | 8/51 [00:00<00:03, 12.65it/s]
10/99 0.457G 0.08545 0.09719 0.06131 0.2439 38 416: 16%|#5 | 8/51 [00:00<00:03, 12.65it/s]
10/99 0.457G 0.08543 0.09177 0.06138 0.2386 27 416: 16%|#5 | 8/51 [00:00<00:03, 12.65it/s]
10/99 0.457G 0.08543 0.09177 0.06138 0.2386 27 416: 20%|#9 | 10/51 [00:00<00:03, 12.64it/s]
10/99 0.457G 0.08557 0.1019 0.06152 0.249 139 416: 20%|#9 | 10/51 [00:00<00:03, 12.64it/s]
10/99 0.457G 0.08591 0.09875 0.06185 0.2465 43 416: 20%|#9 | 10/51 [00:00<00:03, 12.64it/s]
10/99 0.457G 0.08591 0.09875 0.06185 0.2465 43 416: 24%|##3 | 12/51 [00:00<00:03, 12.68it/s]
10/99 0.457G 0.0859 0.1038 0.062 0.2517 112 416: 24%|##3 | 12/51 [00:01<00:03, 12.68it/s]
10/99 0.457G 0.08626 0.1082 0.06195 0.2564 156 416: 24%|##3 | 12/51 [00:01<00:03, 12.68it/s]
10/99 0.457G 0.08626 0.1082 0.06195 0.2564 156 416: 27%|##7 | 14/51 [00:01<00:03, 12.30it/s]
10/99 0.457G 0.08692 0.106 0.06213 0.2551 84 416: 27%|##7 | 14/51 [00:01<00:03, 12.30it/s]
10/99 0.457G 0.08704 0.1055 0.06212 0.2546 64 416: 27%|##7 | 14/51 [00:01<00:03, 12.30it/s]
10/99 0.457G 0.08704 0.1055 0.06212 0.2546 64 416: 31%|###1 | 16/51 [00:01<00:02, 12.80it/s]
10/99 0.457G 0.0869 0.1053 0.06221 0.2544 62 416: 31%|###1 | 16/51 [00:01<00:02, 12.80it/s]
10/99 0.457G 0.08632 0.1028 0.06231 0.2514 31 416: 31%|###1 | 16/51 [00:01<00:02, 12.80it/s]
10/99 0.457G 0.08632 0.1028 0.06231 0.2514 31 416: 35%|###5 | 18/51 [00:01<00:02, 13.24it/s]
10/99 0.457G 0.08673 0.1016 0.06232 0.2507 58 416: 35%|###5 | 18/51 [00:01<00:02, 13.24it/s]
10/99 0.457G 0.08649 0.09877 0.06269 0.248 16 416: 35%|###5 | 18/51 [00:01<00:02, 13.24it/s]
10/99 0.457G 0.08649 0.09877 0.06269 0.248 16 416: 39%|###9 | 20/51 [00:01<00:02, 12.42it/s]
10/99 0.457G 0.08656 0.09761 0.06275 0.2469 61 416: 39%|###9 | 20/51 [00:01<00:02, 12.42it/s]
10/99 0.457G 0.08663 0.0959 0.06299 0.2455 42 416: 39%|###9 | 20/51 [00:01<00:02, 12.42it/s]
10/99 0.457G 0.08663 0.0959 0.06299 0.2455 42 416: 43%|####3 | 22/51 [00:01<00:02, 11.76it/s]
10/99 0.457G 0.08645 0.09703 0.06286 0.2463 95 416: 43%|####3 | 22/51 [00:01<00:02, 11.76it/s]
10/99 0.457G 0.08609 0.09622 0.06295 0.2453 55 416: 43%|####3 | 22/51 [00:01<00:02, 11.76it/s]
10/99 0.457G 0.08609 0.09622 0.06295 0.2453 55 416: 47%|####7 | 24/51 [00:01<00:02, 12.41it/s]
10/99 0.457G 0.08583 0.09598 0.06299 0.2448 71 416: 47%|####7 | 24/51 [00:02<00:02, 12.41it/s]
10/99 0.457G 0.08608 0.09618 0.06309 0.2454 93 416: 47%|####7 | 24/51 [00:02<00:02, 12.41it/s]
10/99 0.457G 0.08608 0.09618 0.06309 0.2454 93 416: 51%|##### | 26/51 [00:02<00:01, 12.52it/s]
10/99 0.457G 0.08625 0.09572 0.0631 0.2451 79 416: 51%|##### | 26/51 [00:02<00:01, 12.52it/s]
10/99 0.457G 0.08591 0.09441 0.06298 0.2433 28 416: 51%|##### | 26/51 [00:02<00:01, 12.52it/s]
10/99 0.457G 0.08591 0.09441 0.06298 0.2433 28 416: 55%|#####4 | 28/51 [00:02<00:01, 12.59it/s]
10/99 0.457G 0.0851 0.0956 0.06229 0.243 133 416: 55%|#####4 | 28/51 [00:02<00:01, 12.59it/s]
10/99 0.457G 0.08523 0.09463 0.06234 0.2422 58 416: 55%|#####4 | 28/51 [00:02<00:01, 12.59it/s]
10/99 0.457G 0.08523 0.09463 0.06234 0.2422 58 416: 59%|#####8 | 30/51 [00:02<00:01, 13.02it/s]
10/99 0.457G 0.0856 0.09582 0.06241 0.2438 160 416: 59%|#####8 | 30/51 [00:02<00:01, 13.02it/s]
10/99 0.457G 0.08548 0.09586 0.06245 0.2438 62 416: 59%|#####8 | 30/51 [00:02<00:01, 13.02it/s]
10/99 0.457G 0.08548 0.09586 0.06245 0.2438 62 416: 63%|######2 | 32/51 [00:02<00:01, 11.85it/s]
10/99 0.457G 0.08533 0.09567 0.06245 0.2435 64 416: 63%|######2 | 32/51 [00:02<00:01, 11.85it/s]
10/99 0.457G 0.08527 0.09595 0.06249 0.2437 72 416: 63%|######2 | 32/51 [00:02<00:01, 11.85it/s]
10/99 0.457G 0.08527 0.09595 0.06249 0.2437 72 416: 67%|######6 | 34/51 [00:02<00:01, 12.43it/s]
10/99 0.457G 0.08527 0.09649 0.06237 0.2441 106 416: 67%|######6 | 34/51 [00:02<00:01, 12.43it/s]
10/99 0.457G 0.08529 0.09574 0.06251 0.2435 85 416: 67%|######6 | 34/51 [00:02<00:01, 12.43it/s]
10/99 0.457G 0.08529 0.09574 0.06251 0.2435 85 416: 71%|####### | 36/51 [00:02<00:01, 12.53it/s]
10/99 0.457G 0.08521 0.09574 0.06255 0.2435 65 416: 71%|####### | 36/51 [00:02<00:01, 12.53it/s]
10/99 0.457G 0.08508 0.09647 0.06265 0.2442 94 416: 71%|####### | 36/51 [00:03<00:01, 12.53it/s]
10/99 0.457G 0.08508 0.09647 0.06265 0.2442 94 416: 75%|#######4 | 38/51 [00:03<00:01, 12.60it/s]
10/99 0.457G 0.08489 0.09603 0.06266 0.2436 50 416: 75%|#######4 | 38/51 [00:03<00:01, 12.60it/s]
10/99 0.457G 0.08478 0.09665 0.06268 0.2441 81 416: 75%|#######4 | 38/51 [00:03<00:01, 12.60it/s]
10/99 0.457G 0.08478 0.09665 0.06268 0.2441 81 416: 78%|#######8 | 40/51 [00:03<00:00, 12.28it/s]
10/99 0.457G 0.08479 0.09579 0.06262 0.2432 45 416: 78%|#######8 | 40/51 [00:03<00:00, 12.28it/s]
10/99 0.457G 0.08477 0.09509 0.06262 0.2425 43 416: 78%|#######8 | 40/51 [00:03<00:00, 12.28it/s]
10/99 0.457G 0.08477 0.09509 0.06262 0.2425 43 416: 82%|########2 | 42/51 [00:03<00:00, 12.37it/s]
10/99 0.457G 0.08466 0.09446 0.06264 0.2418 46 416: 82%|########2 | 42/51 [00:03<00:00, 12.37it/s]
10/99 0.457G 0.08482 0.09567 0.06264 0.2431 194 416: 82%|########2 | 42/51 [00:03<00:00, 12.37it/s]
10/99 0.457G 0.08482 0.09567 0.06264 0.2431 194 416: 86%|########6 | 44/51 [00:03<00:00, 12.85it/s]
10/99 0.457G 0.08488 0.09456 0.06268 0.2421 21 416: 86%|########6 | 44/51 [00:03<00:00, 12.85it/s]
10/99 0.457G 0.08492 0.09457 0.06273 0.2422 76 416: 86%|########6 | 44/51 [00:03<00:00, 12.85it/s]
10/99 0.457G 0.08492 0.09457 0.06273 0.2422 76 416: 90%|######### | 46/51 [00:03<00:00, 12.83it/s]
10/99 0.457G 0.08468 0.09449 0.06272 0.2419 51 416: 90%|######### | 46/51 [00:03<00:00, 12.83it/s]
10/99 0.457G 0.08467 0.09395 0.06272 0.2413 40 416: 90%|######### | 46/51 [00:03<00:00, 12.83it/s]
10/99 0.457G 0.08467 0.09395 0.06272 0.2413 40 416: 94%|#########4| 48/51 [00:03<00:00, 13.52it/s]
10/99 0.457G 0.08452 0.09387 0.06287 0.2413 58 416: 94%|#########4| 48/51 [00:03<00:00, 13.52it/s]
10/99 0.457G 0.08471 0.09343 0.06289 0.241 77 416: 94%|#########4| 48/51 [00:03<00:00, 13.52it/s]
10/99 0.457G 0.08471 0.09343 0.06289 0.241 77 416: 98%|#########8| 50/51 [00:03<00:00, 12.50it/s]
10/99 0.457G 0.08454 0.09315 0.06251 0.2402 30 416: 98%|#########8| 50/51 [00:04<00:00, 12.50it/s]
10/99 0.457G 0.08454 0.09315 0.06251 0.2402 30 416: 100%|##########| 51/51 [00:04<00:00, 12.64it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.98it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.03it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.31it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.44it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.85it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
11/99 0.457G 0.08597 0.06839 0.06354 0.2179 60 416: 0%| | 0/51 [00:00<?, ?it/s]
11/99 0.457G 0.08376 0.08172 0.06311 0.2286 80 416: 0%| | 0/51 [00:00<?, ?it/s]
11/99 0.457G 0.08376 0.08172 0.06311 0.2286 80 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
11/99 0.457G 0.08019 0.09651 0.06303 0.2397 84 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
11/99 0.457G 0.08226 0.09284 0.06349 0.2386 76 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
11/99 0.457G 0.08226 0.09284 0.06349 0.2386 76 416: 8%|7 | 4/51 [00:00<00:03, 14.16it/s]
11/99 0.457G 0.08439 0.09406 0.06386 0.2423 109 416: 8%|7 | 4/51 [00:00<00:03, 14.16it/s]
11/99 0.457G 0.08298 0.09197 0.06435 0.2393 51 416: 8%|7 | 4/51 [00:00<00:03, 14.16it/s]
11/99 0.457G 0.08298 0.09197 0.06435 0.2393 51 416: 12%|#1 | 6/51 [00:00<00:03, 14.17it/s]
11/99 0.457G 0.08199 0.09031 0.06482 0.2371 45 416: 12%|#1 | 6/51 [00:00<00:03, 14.17it/s]
11/99 0.457G 0.08314 0.08965 0.06405 0.2368 84 416: 12%|#1 | 6/51 [00:00<00:03, 14.17it/s]
11/99 0.457G 0.08314 0.08965 0.06405 0.2368 84 416: 16%|#5 | 8/51 [00:00<00:03, 13.52it/s]
11/99 0.457G 0.08379 0.0921 0.06395 0.2398 117 416: 16%|#5 | 8/51 [00:00<00:03, 13.52it/s]
11/99 0.457G 0.08324 0.09415 0.06407 0.2415 94 416: 16%|#5 | 8/51 [00:00<00:03, 13.52it/s]
11/99 0.457G 0.08324 0.09415 0.06407 0.2415 94 416: 20%|#9 | 10/51 [00:00<00:03, 12.31it/s]
11/99 0.457G 0.08289 0.09124 0.06401 0.2381 31 416: 20%|#9 | 10/51 [00:00<00:03, 12.31it/s]
11/99 0.457G 0.08249 0.08901 0.06379 0.2353 32 416: 20%|#9 | 10/51 [00:00<00:03, 12.31it/s]
11/99 0.457G 0.08249 0.08901 0.06379 0.2353 32 416: 24%|##3 | 12/51 [00:00<00:03, 12.89it/s]
11/99 0.457G 0.08346 0.08894 0.06377 0.2362 80 416: 24%|##3 | 12/51 [00:00<00:03, 12.89it/s]
11/99 0.457G 0.08302 0.08611 0.06395 0.2331 20 416: 24%|##3 | 12/51 [00:01<00:03, 12.89it/s]
11/99 0.457G 0.08302 0.08611 0.06395 0.2331 20 416: 27%|##7 | 14/51 [00:01<00:02, 13.10it/s]
11/99 0.457G 0.08162 0.08452 0.0626 0.2287 52 416: 27%|##7 | 14/51 [00:01<00:02, 13.10it/s]
11/99 0.457G 0.08175 0.0845 0.06259 0.2288 65 416: 27%|##7 | 14/51 [00:01<00:02, 13.10it/s]
11/99 0.457G 0.08175 0.0845 0.06259 0.2288 65 416: 31%|###1 | 16/51 [00:01<00:02, 12.98it/s]
11/99 0.457G 0.08222 0.08615 0.06256 0.2309 130 416: 31%|###1 | 16/51 [00:01<00:02, 12.98it/s]
11/99 0.457G 0.08252 0.09142 0.0626 0.2365 163 416: 31%|###1 | 16/51 [00:01<00:02, 12.98it/s]
11/99 0.457G 0.08252 0.09142 0.0626 0.2365 163 416: 35%|###5 | 18/51 [00:01<00:02, 13.17it/s]
11/99 0.457G 0.08297 0.09038 0.06254 0.2359 65 416: 35%|###5 | 18/51 [00:01<00:02, 13.17it/s]
11/99 0.457G 0.0832 0.09105 0.06252 0.2368 112 416: 35%|###5 | 18/51 [00:01<00:02, 13.17it/s]
11/99 0.457G 0.0832 0.09105 0.06252 0.2368 112 416: 39%|###9 | 20/51 [00:01<00:02, 12.80it/s]
11/99 0.457G 0.08295 0.08962 0.0625 0.2351 51 416: 39%|###9 | 20/51 [00:01<00:02, 12.80it/s]
11/99 0.457G 0.08273 0.08832 0.06254 0.2336 45 416: 39%|###9 | 20/51 [00:01<00:02, 12.80it/s]
11/99 0.457G 0.08273 0.08832 0.06254 0.2336 45 416: 43%|####3 | 22/51 [00:01<00:02, 12.74it/s]
11/99 0.457G 0.08307 0.089 0.06259 0.2347 120 416: 43%|####3 | 22/51 [00:01<00:02, 12.74it/s]
11/99 0.457G 0.08388 0.08726 0.06274 0.2339 38 416: 43%|####3 | 22/51 [00:01<00:02, 12.74it/s]
11/99 0.457G 0.08388 0.08726 0.06274 0.2339 38 416: 47%|####7 | 24/51 [00:01<00:02, 13.14it/s]
11/99 0.457G 0.08388 0.08855 0.0628 0.2352 95 416: 47%|####7 | 24/51 [00:01<00:02, 13.14it/s]
11/99 0.457G 0.08423 0.08761 0.06272 0.2346 56 416: 47%|####7 | 24/51 [00:01<00:02, 13.14it/s]
11/99 0.457G 0.08423 0.08761 0.06272 0.2346 56 416: 51%|##### | 26/51 [00:01<00:01, 13.43it/s]
11/99 0.457G 0.08415 0.08641 0.06286 0.2334 26 416: 51%|##### | 26/51 [00:02<00:01, 13.43it/s]
11/99 0.457G 0.08378 0.08535 0.06295 0.2321 35 416: 51%|##### | 26/51 [00:02<00:01, 13.43it/s]
11/99 0.457G 0.08378 0.08535 0.06295 0.2321 35 416: 55%|#####4 | 28/51 [00:02<00:01, 13.24it/s]
11/99 0.457G 0.08358 0.08443 0.06317 0.2312 32 416: 55%|#####4 | 28/51 [00:02<00:01, 13.24it/s]
11/99 0.457G 0.08364 0.08462 0.06323 0.2315 65 416: 55%|#####4 | 28/51 [00:02<00:01, 13.24it/s]
11/99 0.457G 0.08364 0.08462 0.06323 0.2315 65 416: 59%|#####8 | 30/51 [00:02<00:01, 12.69it/s]
11/99 0.457G 0.08385 0.08586 0.06315 0.2329 116 416: 59%|#####8 | 30/51 [00:02<00:01, 12.69it/s]
11/99 0.457G 0.08394 0.08678 0.06311 0.2338 106 416: 59%|#####8 | 30/51 [00:02<00:01, 12.69it/s]
11/99 0.457G 0.08394 0.08678 0.06311 0.2338 106 416: 63%|######2 | 32/51 [00:02<00:01, 13.11it/s]
11/99 0.457G 0.08366 0.08691 0.06304 0.2336 67 416: 63%|######2 | 32/51 [00:02<00:01, 13.11it/s]
11/99 0.457G 0.08356 0.08684 0.063 0.2334 58 416: 63%|######2 | 32/51 [00:02<00:01, 13.11it/s]
11/99 0.457G 0.08356 0.08684 0.063 0.2334 58 416: 67%|######6 | 34/51 [00:02<00:01, 13.37it/s]
11/99 0.457G 0.08344 0.08727 0.06299 0.2337 67 416: 67%|######6 | 34/51 [00:02<00:01, 13.37it/s]
11/99 0.457G 0.08343 0.0871 0.06298 0.2335 42 416: 67%|######6 | 34/51 [00:02<00:01, 13.37it/s]
11/99 0.457G 0.08343 0.0871 0.06298 0.2335 42 416: 71%|####### | 36/51 [00:02<00:01, 13.14it/s]
11/99 0.457G 0.08324 0.08678 0.06301 0.233 53 416: 71%|####### | 36/51 [00:02<00:01, 13.14it/s]
11/99 0.457G 0.08301 0.08614 0.06292 0.2321 33 416: 71%|####### | 36/51 [00:02<00:01, 13.14it/s]
11/99 0.457G 0.08301 0.08614 0.06292 0.2321 33 416: 75%|#######4 | 38/51 [00:02<00:00, 13.43it/s]
11/99 0.457G 0.08288 0.08544 0.06295 0.2313 30 416: 75%|#######4 | 38/51 [00:02<00:00, 13.43it/s]
11/99 0.457G 0.08291 0.08504 0.06296 0.2309 55 416: 75%|#######4 | 38/51 [00:03<00:00, 13.43it/s]
11/99 0.457G 0.08291 0.08504 0.06296 0.2309 55 416: 78%|#######8 | 40/51 [00:03<00:00, 12.56it/s]
11/99 0.457G 0.08281 0.08457 0.06301 0.2304 36 416: 78%|#######8 | 40/51 [00:03<00:00, 12.56it/s]
11/99 0.457G 0.08292 0.08501 0.06294 0.2309 115 416: 78%|#######8 | 40/51 [00:03<00:00, 12.56it/s]
11/99 0.457G 0.08292 0.08501 0.06294 0.2309 115 416: 82%|########2 | 42/51 [00:03<00:00, 13.28it/s]
11/99 0.457G 0.0834 0.08516 0.06299 0.2315 134 416: 82%|########2 | 42/51 [00:03<00:00, 13.28it/s]
11/99 0.457G 0.08345 0.08546 0.06303 0.2319 88 416: 82%|########2 | 42/51 [00:03<00:00, 13.28it/s]
11/99 0.457G 0.08345 0.08546 0.06303 0.2319 88 416: 86%|########6 | 44/51 [00:03<00:00, 13.12it/s]
11/99 0.457G 0.08366 0.08494 0.06297 0.2316 75 416: 86%|########6 | 44/51 [00:03<00:00, 13.12it/s]
11/99 0.457G 0.08409 0.08487 0.06303 0.232 70 416: 86%|########6 | 44/51 [00:03<00:00, 13.12it/s]
11/99 0.457G 0.08409 0.08487 0.06303 0.232 70 416: 90%|######### | 46/51 [00:03<00:00, 13.41it/s]
11/99 0.457G 0.08428 0.085 0.06304 0.2323 89 416: 90%|######### | 46/51 [00:03<00:00, 13.41it/s]
11/99 0.457G 0.08463 0.08452 0.0632 0.2323 53 416: 90%|######### | 46/51 [00:03<00:00, 13.41it/s]
11/99 0.457G 0.08463 0.08452 0.0632 0.2323 53 416: 94%|#########4| 48/51 [00:03<00:00, 13.60it/s]
11/99 0.457G 0.08451 0.08467 0.06325 0.2324 59 416: 94%|#########4| 48/51 [00:03<00:00, 13.60it/s]
11/99 0.457G 0.08471 0.08456 0.06327 0.2325 77 416: 94%|#########4| 48/51 [00:03<00:00, 13.60it/s]
11/99 0.457G 0.08471 0.08456 0.06327 0.2325 77 416: 98%|#########8| 50/51 [00:03<00:00, 12.55it/s]
11/99 0.457G 0.08399 0.086 0.06284 0.2328 31 416: 98%|#########8| 50/51 [00:03<00:00, 12.55it/s]
11/99 0.457G 0.08399 0.086 0.06284 0.2328 31 416: 100%|##########| 51/51 [00:03<00:00, 13.17it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.97it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.37it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.50it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 10.56it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.07it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
12/99 0.457G 0.09806 0.0963 0.06373 0.2581 106 416: 0%| | 0/51 [00:00<?, ?it/s]
12/99 0.457G 0.09498 0.09337 0.06253 0.2509 91 416: 0%| | 0/51 [00:00<?, ?it/s]
12/99 0.457G 0.09498 0.09337 0.06253 0.2509 91 416: 4%|3 | 2/51 [00:00<00:03, 13.74it/s]
12/99 0.457G 0.09115 0.08409 0.06474 0.24 70 416: 4%|3 | 2/51 [00:00<00:03, 13.74it/s]
12/99 0.457G 0.09024 0.07111 0.0639 0.2253 8 416: 4%|3 | 2/51 [00:00<00:03, 13.74it/s]
12/99 0.457G 0.09024 0.07111 0.0639 0.2253 8 416: 8%|7 | 4/51 [00:00<00:03, 14.00it/s]
12/99 0.457G 0.08762 0.07156 0.06346 0.2226 50 416: 8%|7 | 4/51 [00:00<00:03, 14.00it/s]
12/99 0.457G 0.0885 0.0702 0.06392 0.2226 60 416: 8%|7 | 4/51 [00:00<00:03, 14.00it/s]
12/99 0.457G 0.0885 0.0702 0.06392 0.2226 60 416: 12%|#1 | 6/51 [00:00<00:03, 14.06it/s]
12/99 0.457G 0.08665 0.06802 0.06389 0.2186 32 416: 12%|#1 | 6/51 [00:00<00:03, 14.06it/s]
12/99 0.457G 0.08504 0.07332 0.06374 0.2221 97 416: 12%|#1 | 6/51 [00:00<00:03, 14.06it/s]
12/99 0.457G 0.08504 0.07332 0.06374 0.2221 97 416: 16%|#5 | 8/51 [00:00<00:03, 13.47it/s]
12/99 0.457G 0.08681 0.07255 0.06365 0.223 66 416: 16%|#5 | 8/51 [00:00<00:03, 13.47it/s]
12/99 0.457G 0.08566 0.07626 0.06375 0.2257 81 416: 16%|#5 | 8/51 [00:00<00:03, 13.47it/s]
12/99 0.457G 0.08566 0.07626 0.06375 0.2257 81 416: 20%|#9 | 10/51 [00:00<00:03, 12.72it/s]
12/99 0.457G 0.08491 0.07658 0.06364 0.2251 51 416: 20%|#9 | 10/51 [00:00<00:03, 12.72it/s]
12/99 0.457G 0.08452 0.07394 0.06326 0.2217 28 416: 20%|#9 | 10/51 [00:00<00:03, 12.72it/s]
12/99 0.457G 0.08452 0.07394 0.06326 0.2217 28 416: 24%|##3 | 12/51 [00:00<00:03, 12.74it/s]
12/99 0.457G 0.0838 0.0722 0.06309 0.2191 32 416: 24%|##3 | 12/51 [00:00<00:03, 12.74it/s]
12/99 0.457G 0.08435 0.07259 0.06301 0.2199 94 416: 24%|##3 | 12/51 [00:01<00:03, 12.74it/s]
12/99 0.457G 0.08435 0.07259 0.06301 0.2199 94 416: 27%|##7 | 14/51 [00:01<00:02, 13.17it/s]
12/99 0.457G 0.0829 0.07458 0.06166 0.2191 134 416: 27%|##7 | 14/51 [00:01<00:02, 13.17it/s]
12/99 0.457G 0.08276 0.07616 0.06164 0.2206 72 416: 27%|##7 | 14/51 [00:01<00:02, 13.17it/s]
12/99 0.457G 0.08276 0.07616 0.06164 0.2206 72 416: 31%|###1 | 16/51 [00:01<00:02, 13.47it/s]
12/99 0.457G 0.08327 0.07704 0.06169 0.222 101 416: 31%|###1 | 16/51 [00:01<00:02, 13.47it/s]
12/99 0.457G 0.08311 0.07753 0.0617 0.2223 67 416: 31%|###1 | 16/51 [00:01<00:02, 13.47it/s]
12/99 0.457G 0.08311 0.07753 0.0617 0.2223 67 416: 35%|###5 | 18/51 [00:01<00:02, 13.68it/s]
12/99 0.457G 0.08266 0.07591 0.06183 0.2204 18 416: 35%|###5 | 18/51 [00:01<00:02, 13.68it/s]
12/99 0.457G 0.0828 0.07798 0.06198 0.2228 119 416: 35%|###5 | 18/51 [00:01<00:02, 13.68it/s]
12/99 0.457G 0.0828 0.07798 0.06198 0.2228 119 416: 39%|###9 | 20/51 [00:01<00:02, 12.96it/s]
12/99 0.457G 0.08267 0.07867 0.06196 0.2233 86 416: 39%|###9 | 20/51 [00:01<00:02, 12.96it/s]
12/99 0.457G 0.08184 0.07804 0.06115 0.221 84 416: 39%|###9 | 20/51 [00:01<00:02, 12.96it/s]
12/99 0.457G 0.08184 0.07804 0.06115 0.221 84 416: 43%|####3 | 22/51 [00:01<00:02, 13.26it/s]
12/99 0.457G 0.08112 0.07695 0.06153 0.2196 25 416: 43%|####3 | 22/51 [00:01<00:02, 13.26it/s]
12/99 0.457G 0.0811 0.07649 0.06173 0.2193 50 416: 43%|####3 | 22/51 [00:01<00:02, 13.26it/s]
12/99 0.457G 0.0811 0.07649 0.06173 0.2193 50 416: 47%|####7 | 24/51 [00:01<00:02, 13.10it/s]
12/99 0.457G 0.08079 0.07622 0.06172 0.2187 61 416: 47%|####7 | 24/51 [00:01<00:02, 13.10it/s]
12/99 0.457G 0.08109 0.07579 0.06191 0.2188 51 416: 47%|####7 | 24/51 [00:01<00:02, 13.10it/s]
12/99 0.457G 0.08109 0.07579 0.06191 0.2188 51 416: 51%|##### | 26/51 [00:01<00:01, 13.40it/s]
12/99 0.457G 0.08122 0.07573 0.06185 0.2188 94 416: 51%|##### | 26/51 [00:02<00:01, 13.40it/s]
12/99 0.457G 0.08084 0.07596 0.06182 0.2186 70 416: 51%|##### | 26/51 [00:02<00:01, 13.40it/s]
12/99 0.457G 0.08084 0.07596 0.06182 0.2186 70 416: 55%|#####4 | 28/51 [00:02<00:01, 13.22it/s]
12/99 0.457G 0.08083 0.07568 0.06187 0.2184 48 416: 55%|#####4 | 28/51 [00:02<00:01, 13.22it/s]
12/99 0.457G 0.08045 0.0754 0.0619 0.2178 55 416: 55%|#####4 | 28/51 [00:02<00:01, 13.22it/s]
12/99 0.457G 0.08045 0.0754 0.0619 0.2178 55 416: 59%|#####8 | 30/51 [00:02<00:01, 13.07it/s]
12/99 0.457G 0.08036 0.07558 0.06197 0.2179 62 416: 59%|#####8 | 30/51 [00:02<00:01, 13.07it/s]
12/99 0.457G 0.0795 0.07584 0.06136 0.2167 96 416: 59%|#####8 | 30/51 [00:02<00:01, 13.07it/s]
12/99 0.457G 0.0795 0.07584 0.06136 0.2167 96 416: 63%|######2 | 32/51 [00:02<00:01, 13.38it/s]
12/99 0.457G 0.07926 0.07572 0.06136 0.2163 52 416: 63%|######2 | 32/51 [00:02<00:01, 13.38it/s]
12/99 0.457G 0.07906 0.07529 0.06134 0.2157 54 416: 63%|######2 | 32/51 [00:02<00:01, 13.38it/s]
12/99 0.457G 0.07906 0.07529 0.06134 0.2157 54 416: 67%|######6 | 34/51 [00:02<00:01, 13.57it/s]
12/99 0.457G 0.07907 0.07581 0.06145 0.2163 81 416: 67%|######6 | 34/51 [00:02<00:01, 13.57it/s]
12/99 0.457G 0.07878 0.07578 0.06141 0.216 69 416: 67%|######6 | 34/51 [00:02<00:01, 13.57it/s]
12/99 0.457G 0.07878 0.07578 0.06141 0.216 69 416: 71%|####### | 36/51 [00:02<00:01, 13.75it/s]
12/99 0.457G 0.07883 0.07577 0.0614 0.216 72 416: 71%|####### | 36/51 [00:02<00:01, 13.75it/s]
12/99 0.457G 0.07903 0.07552 0.06148 0.216 39 416: 71%|####### | 36/51 [00:02<00:01, 13.75it/s]
12/99 0.457G 0.07903 0.07552 0.06148 0.216 39 416: 75%|#######4 | 38/51 [00:02<00:01, 12.63it/s]
12/99 0.457G 0.07903 0.07519 0.0615 0.2157 51 416: 75%|#######4 | 38/51 [00:02<00:01, 12.63it/s]
12/99 0.457G 0.07903 0.07492 0.06163 0.2156 46 416: 75%|#######4 | 38/51 [00:03<00:01, 12.63it/s]
12/99 0.457G 0.07903 0.07492 0.06163 0.2156 46 416: 78%|#######8 | 40/51 [00:03<00:00, 13.06it/s]
12/99 0.457G 0.07947 0.07522 0.06162 0.2163 109 416: 78%|#######8 | 40/51 [00:03<00:00, 13.06it/s]
12/99 0.457G 0.07958 0.0749 0.06168 0.2162 39 416: 78%|#######8 | 40/51 [00:03<00:00, 13.06it/s]
12/99 0.457G 0.07958 0.0749 0.06168 0.2162 39 416: 82%|########2 | 42/51 [00:03<00:00, 13.37it/s]
12/99 0.457G 0.07954 0.07478 0.06176 0.2161 49 416: 82%|########2 | 42/51 [00:03<00:00, 13.37it/s]
12/99 0.457G 0.0796 0.07429 0.0618 0.2157 32 416: 82%|########2 | 42/51 [00:03<00:00, 13.37it/s]
12/99 0.457G 0.0796 0.07429 0.0618 0.2157 32 416: 86%|########6 | 44/51 [00:03<00:00, 13.18it/s]
12/99 0.457G 0.07973 0.07394 0.06183 0.2155 53 416: 86%|########6 | 44/51 [00:03<00:00, 13.18it/s]
12/99 0.457G 0.07991 0.07443 0.06185 0.2162 98 416: 86%|########6 | 44/51 [00:03<00:00, 13.18it/s]
12/99 0.457G 0.07991 0.07443 0.06185 0.2162 98 416: 90%|######### | 46/51 [00:03<00:00, 13.46it/s]
12/99 0.457G 0.07993 0.07432 0.06193 0.2162 56 416: 90%|######### | 46/51 [00:03<00:00, 13.46it/s]
12/99 0.457G 0.08001 0.07456 0.06192 0.2165 75 416: 90%|######### | 46/51 [00:03<00:00, 13.46it/s]
12/99 0.457G 0.08001 0.07456 0.06192 0.2165 75 416: 94%|#########4| 48/51 [00:03<00:00, 13.62it/s]
12/99 0.457G 0.08036 0.07463 0.06192 0.2169 90 416: 94%|#########4| 48/51 [00:03<00:00, 13.62it/s]
12/99 0.457G 0.08035 0.07491 0.06199 0.2173 75 416: 94%|#########4| 48/51 [00:03<00:00, 13.62it/s]
12/99 0.457G 0.08035 0.07491 0.06199 0.2173 75 416: 98%|#########8| 50/51 [00:03<00:00, 12.95it/s]
12/99 0.457G 0.07984 0.07421 0.06157 0.2156 7 416: 98%|#########8| 50/51 [00:03<00:00, 12.95it/s]
12/99 0.457G 0.07984 0.07421 0.06157 0.2156 7 416: 100%|##########| 51/51 [00:03<00:00, 13.29it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 9.95it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 9.16it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 9.84it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.66it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 10.61it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
13/99 0.457G 0.07479 0.06285 0.06353 0.2012 42 416: 0%| | 0/51 [00:00<?, ?it/s]
13/99 0.457G 0.0831 0.1104 0.06479 0.2583 173 416: 0%| | 0/51 [00:00<?, ?it/s]
13/99 0.457G 0.0831 0.1104 0.06479 0.2583 173 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
13/99 0.457G 0.08648 0.08751 0.06459 0.2386 33 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
13/99 0.457G 0.08557 0.07977 0.06412 0.2295 44 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
13/99 0.457G 0.08557 0.07977 0.06412 0.2295 44 416: 8%|7 | 4/51 [00:00<00:03, 13.55it/s]
13/99 0.457G 0.08405 0.08194 0.0635 0.2295 73 416: 8%|7 | 4/51 [00:00<00:03, 13.55it/s]
13/99 0.457G 0.08274 0.08428 0.0631 0.2301 76 416: 8%|7 | 4/51 [00:00<00:03, 13.55it/s]
13/99 0.457G 0.08274 0.08428 0.0631 0.2301 76 416: 12%|#1 | 6/51 [00:00<00:03, 13.81it/s]
13/99 0.457G 0.08326 0.08182 0.06278 0.2279 65 416: 12%|#1 | 6/51 [00:00<00:03, 13.81it/s]
13/99 0.457G 0.08262 0.07614 0.06313 0.2219 21 416: 12%|#1 | 6/51 [00:00<00:03, 13.81it/s]
13/99 0.457G 0.08262 0.07614 0.06313 0.2219 21 416: 16%|#5 | 8/51 [00:00<00:03, 13.90it/s]
13/99 0.457G 0.0837 0.07399 0.06302 0.2207 66 416: 16%|#5 | 8/51 [00:00<00:03, 13.90it/s]
13/99 0.457G 0.08246 0.074 0.06277 0.2192 56 416: 16%|#5 | 8/51 [00:00<00:03, 13.90it/s]
13/99 0.457G 0.08246 0.074 0.06277 0.2192 56 416: 20%|#9 | 10/51 [00:00<00:03, 12.96it/s]
13/99 0.457G 0.08187 0.08249 0.06235 0.2267 166 416: 20%|#9 | 10/51 [00:00<00:03, 12.96it/s]
13/99 0.457G 0.08121 0.08217 0.06242 0.2258 62 416: 20%|#9 | 10/51 [00:00<00:03, 12.96it/s]
13/99 0.457G 0.08121 0.08217 0.06242 0.2258 62 416: 24%|##3 | 12/51 [00:00<00:02, 13.35it/s]
13/99 0.457G 0.08077 0.08193 0.06224 0.2249 61 416: 24%|##3 | 12/51 [00:00<00:02, 13.35it/s]
13/99 0.457G 0.08096 0.07946 0.06216 0.2226 40 416: 24%|##3 | 12/51 [00:01<00:02, 13.35it/s]
13/99 0.457G 0.08096 0.07946 0.06216 0.2226 40 416: 27%|##7 | 14/51 [00:01<00:02, 13.43it/s]
13/99 0.457G 0.08151 0.08028 0.0622 0.224 97 416: 27%|##7 | 14/51 [00:01<00:02, 13.43it/s]
13/99 0.457G 0.08127 0.07971 0.0622 0.2232 59 416: 27%|##7 | 14/51 [00:01<00:02, 13.43it/s]
13/99 0.457G 0.08127 0.07971 0.0622 0.2232 59 416: 31%|###1 | 16/51 [00:01<00:02, 13.21it/s]
13/99 0.457G 0.08015 0.07812 0.06104 0.2193 46 416: 31%|###1 | 16/51 [00:01<00:02, 13.21it/s]
13/99 0.457G 0.0798 0.07977 0.06109 0.2207 98 416: 31%|###1 | 16/51 [00:01<00:02, 13.21it/s]
13/99 0.457G 0.0798 0.07977 0.06109 0.2207 98 416: 35%|###5 | 18/51 [00:01<00:02, 13.53it/s]
13/99 0.457G 0.07952 0.07866 0.06105 0.2192 52 416: 35%|###5 | 18/51 [00:01<00:02, 13.53it/s]
13/99 0.457G 0.0797 0.07858 0.06108 0.2194 84 416: 35%|###5 | 18/51 [00:01<00:02, 13.53it/s]
13/99 0.457G 0.0797 0.07858 0.06108 0.2194 84 416: 39%|###9 | 20/51 [00:01<00:02, 13.25it/s]
13/99 0.457G 0.0797 0.08042 0.06111 0.2212 94 416: 39%|###9 | 20/51 [00:01<00:02, 13.25it/s]
13/99 0.457G 0.07974 0.07911 0.06111 0.22 31 416: 39%|###9 | 20/51 [00:01<00:02, 13.25it/s]
13/99 0.457G 0.07974 0.07911 0.06111 0.22 31 416: 43%|####3 | 22/51 [00:01<00:02, 13.48it/s]
13/99 0.457G 0.07884 0.07867 0.06026 0.2178 78 416: 43%|####3 | 22/51 [00:01<00:02, 13.48it/s]
13/99 0.457G 0.07884 0.07816 0.06019 0.2172 65 416: 43%|####3 | 22/51 [00:01<00:02, 13.48it/s]
13/99 0.457G 0.07884 0.07816 0.06019 0.2172 65 416: 47%|####7 | 24/51 [00:01<00:01, 13.69it/s]
13/99 0.457G 0.07885 0.07744 0.06031 0.2166 60 416: 47%|####7 | 24/51 [00:01<00:01, 13.69it/s]
13/99 0.457G 0.07929 0.07847 0.06035 0.2181 145 416: 47%|####7 | 24/51 [00:01<00:01, 13.69it/s]
13/99 0.457G 0.07929 0.07847 0.06035 0.2181 145 416: 51%|##### | 26/51 [00:01<00:01, 13.83it/s]
13/99 0.457G 0.07932 0.07776 0.06062 0.2177 35 416: 51%|##### | 26/51 [00:02<00:01, 13.83it/s]
13/99 0.457G 0.07947 0.07749 0.06063 0.2176 66 416: 51%|##### | 26/51 [00:02<00:01, 13.83it/s]
13/99 0.457G 0.07947 0.07749 0.06063 0.2176 66 416: 55%|#####4 | 28/51 [00:02<00:01, 13.48it/s]
13/99 0.457G 0.07974 0.0767 0.06077 0.2172 32 416: 55%|#####4 | 28/51 [00:02<00:01, 13.48it/s]
13/99 0.457G 0.07961 0.07732 0.06082 0.2178 61 416: 55%|#####4 | 28/51 [00:02<00:01, 13.48it/s]
13/99 0.457G 0.07961 0.07732 0.06082 0.2178 61 416: 59%|#####8 | 30/51 [00:02<00:01, 13.69it/s]
13/99 0.457G 0.07951 0.07742 0.06087 0.2178 55 416: 59%|#####8 | 30/51 [00:02<00:01, 13.69it/s]
13/99 0.457G 0.07936 0.07771 0.06094 0.218 71 416: 59%|#####8 | 30/51 [00:02<00:01, 13.69it/s]
13/99 0.457G 0.07936 0.07771 0.06094 0.218 71 416: 63%|######2 | 32/51 [00:02<00:01, 12.98it/s]
13/99 0.457G 0.07922 0.0787 0.061 0.2189 93 416: 63%|######2 | 32/51 [00:02<00:01, 12.98it/s]
13/99 0.457G 0.07917 0.07751 0.0612 0.2179 18 416: 63%|######2 | 32/51 [00:02<00:01, 12.98it/s]
13/99 0.457G 0.07917 0.07751 0.0612 0.2179 18 416: 67%|######6 | 34/51 [00:02<00:01, 13.11it/s]
13/99 0.457G 0.07891 0.07789 0.06114 0.2179 86 416: 67%|######6 | 34/51 [00:02<00:01, 13.11it/s]
13/99 0.457G 0.07898 0.07932 0.06122 0.2195 151 416: 67%|######6 | 34/51 [00:02<00:01, 13.11it/s]
13/99 0.457G 0.07898 0.07932 0.06122 0.2195 151 416: 71%|####### | 36/51 [00:02<00:01, 13.53it/s]
13/99 0.457G 0.079 0.0799 0.06124 0.2201 97 416: 71%|####### | 36/51 [00:02<00:01, 13.53it/s]
13/99 0.457G 0.07958 0.07935 0.06136 0.2203 64 416: 71%|####### | 36/51 [00:02<00:01, 13.53it/s]
13/99 0.457G 0.07958 0.07935 0.06136 0.2203 64 416: 75%|#######4 | 38/51 [00:02<00:00, 13.72it/s]
13/99 0.457G 0.07928 0.07936 0.0613 0.2199 64 416: 75%|#######4 | 38/51 [00:02<00:00, 13.72it/s]
13/99 0.457G 0.07918 0.07987 0.06127 0.2203 66 416: 75%|#######4 | 38/51 [00:02<00:00, 13.72it/s]
13/99 0.457G 0.07918 0.07987 0.06127 0.2203 66 416: 78%|#######8 | 40/51 [00:02<00:00, 13.85it/s]
13/99 0.457G 0.07914 0.07972 0.06129 0.2202 54 416: 78%|#######8 | 40/51 [00:03<00:00, 13.85it/s]
13/99 0.457G 0.07926 0.07995 0.06135 0.2206 82 416: 78%|#######8 | 40/51 [00:03<00:00, 13.85it/s]
13/99 0.457G 0.07926 0.07995 0.06135 0.2206 82 416: 82%|########2 | 42/51 [00:03<00:00, 13.50it/s]
13/99 0.457G 0.07913 0.07996 0.06136 0.2205 63 416: 82%|########2 | 42/51 [00:03<00:00, 13.50it/s]
13/99 0.457G 0.07907 0.08119 0.0614 0.2217 98 416: 82%|########2 | 42/51 [00:03<00:00, 13.50it/s]
13/99 0.457G 0.07907 0.08119 0.0614 0.2217 98 416: 86%|########6 | 44/51 [00:03<00:00, 13.28it/s]
13/99 0.457G 0.07892 0.0805 0.0614 0.2208 38 416: 86%|########6 | 44/51 [00:03<00:00, 13.28it/s]
13/99 0.457G 0.0787 0.08033 0.06135 0.2204 64 416: 86%|########6 | 44/51 [00:03<00:00, 13.28it/s]
13/99 0.457G 0.0787 0.08033 0.06135 0.2204 64 416: 90%|######### | 46/51 [00:03<00:00, 12.72it/s]
13/99 0.457G 0.07859 0.08074 0.06136 0.2207 75 416: 90%|######### | 46/51 [00:03<00:00, 12.72it/s]
13/99 0.457G 0.07888 0.08063 0.0613 0.2208 64 416: 90%|######### | 46/51 [00:03<00:00, 12.72it/s]
13/99 0.457G 0.07888 0.08063 0.0613 0.2208 64 416: 94%|#########4| 48/51 [00:03<00:00, 13.05it/s]
13/99 0.457G 0.07895 0.0812 0.06132 0.2215 80 416: 94%|#########4| 48/51 [00:03<00:00, 13.05it/s]
13/99 0.457G 0.07937 0.08124 0.06132 0.2219 92 416: 94%|#########4| 48/51 [00:03<00:00, 13.05it/s]
13/99 0.457G 0.07937 0.08124 0.06132 0.2219 92 416: 98%|#########8| 50/51 [00:03<00:00, 13.37it/s]
13/99 0.457G 0.07782 0.08013 0.06012 0.2181 0 416: 98%|#########8| 50/51 [00:03<00:00, 13.37it/s]
13/99 0.457G 0.07782 0.08013 0.06012 0.2181 0 416: 100%|##########| 51/51 [00:03<00:00, 13.50it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.55it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.58it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.04it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.44it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
14/99 0.457G 0.07338 0.05982 0.06482 0.198 28 416: 0%| | 0/51 [00:00<?, ?it/s]
14/99 0.457G 0.07279 0.07046 0.06218 0.2054 48 416: 0%| | 0/51 [00:00<?, ?it/s]
14/99 0.457G 0.07279 0.07046 0.06218 0.2054 48 416: 4%|3 | 2/51 [00:00<00:03, 14.15it/s]
14/99 0.457G 0.07601 0.09073 0.06207 0.2288 106 416: 4%|3 | 2/51 [00:00<00:03, 14.15it/s]
14/99 0.457G 0.07744 0.08719 0.06053 0.2252 62 416: 4%|3 | 2/51 [00:00<00:03, 14.15it/s]
14/99 0.457G 0.07744 0.08719 0.06053 0.2252 62 416: 8%|7 | 4/51 [00:00<00:03, 14.17it/s]
14/99 0.457G 0.07783 0.08754 0.06062 0.226 75 416: 8%|7 | 4/51 [00:00<00:03, 14.17it/s]
14/99 0.457G 0.07669 0.08791 0.06057 0.2252 60 416: 8%|7 | 4/51 [00:00<00:03, 14.17it/s]
14/99 0.457G 0.07669 0.08791 0.06057 0.2252 60 416: 12%|#1 | 6/51 [00:00<00:03, 13.48it/s]
14/99 0.457G 0.07721 0.08791 0.06075 0.2259 82 416: 12%|#1 | 6/51 [00:00<00:03, 13.48it/s]
14/99 0.457G 0.07699 0.086 0.06128 0.2243 58 416: 12%|#1 | 6/51 [00:00<00:03, 13.48it/s]
14/99 0.457G 0.07699 0.086 0.06128 0.2243 58 416: 16%|#5 | 8/51 [00:00<00:03, 12.67it/s]
14/99 0.457G 0.07702 0.09013 0.06129 0.2284 120 416: 16%|#5 | 8/51 [00:00<00:03, 12.67it/s]
14/99 0.457G 0.07645 0.08768 0.06127 0.2254 52 416: 16%|#5 | 8/51 [00:00<00:03, 12.67it/s]
14/99 0.457G 0.07645 0.08768 0.06127 0.2254 52 416: 20%|#9 | 10/51 [00:00<00:03, 12.73it/s]
14/99 0.457G 0.07556 0.08797 0.06122 0.2247 66 416: 20%|#9 | 10/51 [00:00<00:03, 12.73it/s]
14/99 0.457G 0.07556 0.0844 0.06116 0.2211 28 416: 20%|#9 | 10/51 [00:00<00:03, 12.73it/s]
14/99 0.457G 0.07556 0.0844 0.06116 0.2211 28 416: 24%|##3 | 12/51 [00:00<00:02, 13.19it/s]
14/99 0.457G 0.07605 0.08336 0.0612 0.2206 76 416: 24%|##3 | 12/51 [00:00<00:02, 13.19it/s]
14/99 0.457G 0.07585 0.08234 0.06129 0.2195 57 416: 24%|##3 | 12/51 [00:01<00:02, 13.19it/s]
14/99 0.457G 0.07585 0.08234 0.06129 0.2195 57 416: 27%|##7 | 14/51 [00:01<00:02, 13.04it/s]
14/99 0.457G 0.07564 0.08274 0.06123 0.2196 56 416: 27%|##7 | 14/51 [00:01<00:02, 13.04it/s]
14/99 0.457G 0.07617 0.08392 0.06143 0.2215 123 416: 27%|##7 | 14/51 [00:01<00:02, 13.04it/s]
14/99 0.457G 0.07617 0.08392 0.06143 0.2215 123 416: 31%|###1 | 16/51 [00:01<00:02, 13.22it/s]
14/99 0.457G 0.07592 0.08475 0.06139 0.2221 85 416: 31%|###1 | 16/51 [00:01<00:02, 13.22it/s]
14/99 0.457G 0.07522 0.0849 0.06033 0.2204 122 416: 31%|###1 | 16/51 [00:01<00:02, 13.22it/s]
14/99 0.457G 0.07522 0.0849 0.06033 0.2204 122 416: 35%|###5 | 18/51 [00:01<00:02, 13.49it/s]
14/99 0.457G 0.07525 0.08341 0.06048 0.2191 46 416: 35%|###5 | 18/51 [00:01<00:02, 13.49it/s]
14/99 0.457G 0.07527 0.08248 0.06045 0.2182 46 416: 35%|###5 | 18/51 [00:01<00:02, 13.49it/s]
14/99 0.457G 0.07527 0.08248 0.06045 0.2182 46 416: 39%|###9 | 20/51 [00:01<00:02, 12.45it/s]
14/99 0.457G 0.07524 0.08182 0.06066 0.2177 61 416: 39%|###9 | 20/51 [00:01<00:02, 12.45it/s]
14/99 0.457G 0.07502 0.08102 0.05987 0.2159 84 416: 39%|###9 | 20/51 [00:01<00:02, 12.45it/s]
14/99 0.457G 0.07502 0.08102 0.05987 0.2159 84 416: 43%|####3 | 22/51 [00:01<00:02, 12.91it/s]
14/99 0.457G 0.07556 0.08095 0.06011 0.2166 102 416: 43%|####3 | 22/51 [00:01<00:02, 12.91it/s]
14/99 0.457G 0.07589 0.08051 0.06028 0.2167 74 416: 43%|####3 | 22/51 [00:01<00:02, 12.91it/s]
14/99 0.457G 0.07589 0.08051 0.06028 0.2167 74 416: 47%|####7 | 24/51 [00:01<00:02, 12.83it/s]
14/99 0.457G 0.07597 0.08009 0.06035 0.2164 48 416: 47%|####7 | 24/51 [00:01<00:02, 12.83it/s]
14/99 0.457G 0.0764 0.08079 0.06055 0.2177 120 416: 47%|####7 | 24/51 [00:01<00:02, 12.83it/s]
14/99 0.457G 0.0764 0.08079 0.06055 0.2177 120 416: 51%|##### | 26/51 [00:01<00:01, 13.21it/s]
14/99 0.457G 0.07647 0.08066 0.06061 0.2177 58 416: 51%|##### | 26/51 [00:02<00:01, 13.21it/s]
14/99 0.457G 0.07696 0.08127 0.06075 0.219 118 416: 51%|##### | 26/51 [00:02<00:01, 13.21it/s]
14/99 0.457G 0.07696 0.08127 0.06075 0.219 118 416: 55%|#####4 | 28/51 [00:02<00:01, 13.07it/s]
14/99 0.457G 0.07695 0.08093 0.06081 0.2187 50 416: 55%|#####4 | 28/51 [00:02<00:01, 13.07it/s]
14/99 0.457G 0.07698 0.08073 0.06079 0.2185 73 416: 55%|#####4 | 28/51 [00:02<00:01, 13.07it/s]
14/99 0.457G 0.07698 0.08073 0.06079 0.2185 73 416: 59%|#####8 | 30/51 [00:02<00:01, 13.39it/s]
14/99 0.457G 0.07684 0.08058 0.06085 0.2183 58 416: 59%|#####8 | 30/51 [00:02<00:01, 13.39it/s]
14/99 0.457G 0.07676 0.07976 0.06099 0.2175 42 416: 59%|#####8 | 30/51 [00:02<00:01, 13.39it/s]
14/99 0.457G 0.07676 0.07976 0.06099 0.2175 42 416: 63%|######2 | 32/51 [00:02<00:01, 12.42it/s]
14/99 0.457G 0.07626 0.07894 0.06037 0.2156 60 416: 63%|######2 | 32/51 [00:02<00:01, 12.42it/s]
14/99 0.457G 0.07613 0.07946 0.06038 0.216 71 416: 63%|######2 | 32/51 [00:02<00:01, 12.42it/s]
14/99 0.457G 0.07613 0.07946 0.06038 0.216 71 416: 67%|######6 | 34/51 [00:02<00:01, 12.90it/s]
14/99 0.457G 0.07615 0.08004 0.06045 0.2166 108 416: 67%|######6 | 34/51 [00:02<00:01, 12.90it/s]
14/99 0.457G 0.0762 0.08018 0.06046 0.2168 93 416: 67%|######6 | 34/51 [00:02<00:01, 12.90it/s]
14/99 0.457G 0.0762 0.08018 0.06046 0.2168 93 416: 71%|####### | 36/51 [00:02<00:01, 12.91it/s]
14/99 0.457G 0.07637 0.07981 0.06037 0.2165 71 416: 71%|####### | 36/51 [00:02<00:01, 12.91it/s]
14/99 0.457G 0.07636 0.07922 0.06042 0.216 45 416: 71%|####### | 36/51 [00:02<00:01, 12.91it/s]
14/99 0.457G 0.07636 0.07922 0.06042 0.216 45 416: 75%|#######4 | 38/51 [00:02<00:00, 13.18it/s]
14/99 0.457G 0.07627 0.07999 0.06042 0.2167 90 416: 75%|#######4 | 38/51 [00:02<00:00, 13.18it/s]
14/99 0.457G 0.07632 0.079 0.06038 0.2157 17 416: 75%|#######4 | 38/51 [00:03<00:00, 13.18it/s]
14/99 0.457G 0.07632 0.079 0.06038 0.2157 17 416: 78%|#######8 | 40/51 [00:03<00:00, 13.45it/s]
14/99 0.457G 0.07638 0.07857 0.06044 0.2154 58 416: 78%|#######8 | 40/51 [00:03<00:00, 13.45it/s]
14/99 0.457G 0.07664 0.07827 0.06052 0.2154 72 416: 78%|#######8 | 40/51 [00:03<00:00, 13.45it/s]
14/99 0.457G 0.07664 0.07827 0.06052 0.2154 72 416: 82%|########2 | 42/51 [00:03<00:00, 13.24it/s]
14/99 0.457G 0.07674 0.07832 0.06056 0.2156 75 416: 82%|########2 | 42/51 [00:03<00:00, 13.24it/s]
14/99 0.457G 0.07698 0.07827 0.06057 0.2158 88 416: 82%|########2 | 42/51 [00:03<00:00, 13.24it/s]
14/99 0.457G 0.07698 0.07827 0.06057 0.2158 88 416: 86%|########6 | 44/51 [00:03<00:00, 12.68it/s]
14/99 0.457G 0.07705 0.07852 0.06063 0.2162 100 416: 86%|########6 | 44/51 [00:03<00:00, 12.68it/s]
14/99 0.457G 0.07724 0.07882 0.06067 0.2167 116 416: 86%|########6 | 44/51 [00:03<00:00, 12.68it/s]
14/99 0.457G 0.07724 0.07882 0.06067 0.2167 116 416: 90%|######### | 46/51 [00:03<00:00, 12.71it/s]
14/99 0.457G 0.07724 0.07839 0.06065 0.2163 51 416: 90%|######### | 46/51 [00:03<00:00, 12.71it/s]
14/99 0.457G 0.07744 0.0777 0.06069 0.2158 37 416: 90%|######### | 46/51 [00:03<00:00, 12.71it/s]
14/99 0.457G 0.07744 0.0777 0.06069 0.2158 37 416: 94%|#########4| 48/51 [00:03<00:00, 13.54it/s]
14/99 0.457G 0.07736 0.07736 0.06061 0.2153 57 416: 94%|#########4| 48/51 [00:03<00:00, 13.54it/s]
14/99 0.457G 0.07722 0.07686 0.06068 0.2148 38 416: 94%|#########4| 48/51 [00:03<00:00, 13.54it/s]
14/99 0.457G 0.07722 0.07686 0.06068 0.2148 38 416: 98%|#########8| 50/51 [00:03<00:00, 13.34it/s]
14/99 0.457G 0.07716 0.07821 0.06063 0.216 33 416: 98%|#########8| 50/51 [00:03<00:00, 13.34it/s]
14/99 0.457G 0.07716 0.07821 0.06063 0.216 33 416: 100%|##########| 51/51 [00:03<00:00, 13.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:01, 3.53it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 25%|##5 | 2/8 [00:00<00:01, 4.29it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:01, 4.55it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 4.52it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:01<00:00, 4.97it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:01<00:00, 4.62it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:01<00:00, 5.07it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:01<00:00, 5.14it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
15/99 0.457G 0.07395 0.06377 0.06114 0.1989 52 416: 0%| | 0/51 [00:00<?, ?it/s]
15/99 0.457G 0.0735 0.07379 0.06158 0.2089 70 416: 0%| | 0/51 [00:00<?, ?it/s]
15/99 0.457G 0.0735 0.07379 0.06158 0.2089 70 416: 4%|3 | 2/51 [00:00<00:03, 14.00it/s]
15/99 0.457G 0.07452 0.07672 0.06236 0.2136 92 416: 4%|3 | 2/51 [00:00<00:03, 14.00it/s]
15/99 0.457G 0.07403 0.07817 0.06287 0.2151 86 416: 4%|3 | 2/51 [00:00<00:03, 14.00it/s]
15/99 0.457G 0.07403 0.07817 0.06287 0.2151 86 416: 8%|7 | 4/51 [00:00<00:03, 12.15it/s]
15/99 0.457G 0.07388 0.07726 0.06268 0.2138 71 416: 8%|7 | 4/51 [00:00<00:03, 12.15it/s]
15/99 0.457G 0.07367 0.0757 0.06282 0.2122 73 416: 8%|7 | 4/51 [00:00<00:03, 12.15it/s]
15/99 0.457G 0.07367 0.0757 0.06282 0.2122 73 416: 12%|#1 | 6/51 [00:00<00:03, 13.03it/s]
15/99 0.457G 0.07401 0.07447 0.06252 0.211 37 416: 12%|#1 | 6/51 [00:00<00:03, 13.03it/s]
15/99 0.457G 0.07346 0.07244 0.06222 0.2081 50 416: 12%|#1 | 6/51 [00:00<00:03, 13.03it/s]
15/99 0.457G 0.07346 0.07244 0.06222 0.2081 50 416: 16%|#5 | 8/51 [00:00<00:03, 12.81it/s]
15/99 0.457G 0.07358 0.07212 0.06233 0.208 58 416: 16%|#5 | 8/51 [00:00<00:03, 12.81it/s]
15/99 0.457G 0.07359 0.06922 0.06253 0.2053 28 416: 16%|#5 | 8/51 [00:00<00:03, 12.81it/s]
15/99 0.457G 0.07359 0.06922 0.06253 0.2053 28 416: 20%|#9 | 10/51 [00:00<00:03, 13.37it/s]
15/99 0.457G 0.07391 0.07662 0.06248 0.213 159 416: 20%|#9 | 10/51 [00:00<00:03, 13.37it/s]
15/99 0.457G 0.07356 0.07553 0.06246 0.2116 53 416: 20%|#9 | 10/51 [00:00<00:03, 13.37it/s]
15/99 0.457G 0.07356 0.07553 0.06246 0.2116 53 416: 24%|##3 | 12/51 [00:00<00:02, 13.18it/s]
15/99 0.457G 0.07397 0.07732 0.06262 0.2139 97 416: 24%|##3 | 12/51 [00:00<00:02, 13.18it/s]
15/99 0.457G 0.07394 0.07715 0.06247 0.2136 78 416: 24%|##3 | 12/51 [00:01<00:02, 13.18it/s]
15/99 0.457G 0.07394 0.07715 0.06247 0.2136 78 416: 27%|##7 | 14/51 [00:01<00:02, 12.99it/s]
15/99 0.457G 0.07461 0.08031 0.06247 0.2174 142 416: 27%|##7 | 14/51 [00:01<00:02, 12.99it/s]
15/99 0.457G 0.07441 0.07933 0.06233 0.2161 57 416: 27%|##7 | 14/51 [00:01<00:02, 12.99it/s]
15/99 0.457G 0.07441 0.07933 0.06233 0.2161 57 416: 31%|###1 | 16/51 [00:01<00:02, 12.51it/s]
15/99 0.457G 0.07495 0.07853 0.0622 0.2157 73 416: 31%|###1 | 16/51 [00:01<00:02, 12.51it/s]
15/99 0.457G 0.07474 0.07938 0.06216 0.2163 84 416: 31%|###1 | 16/51 [00:01<00:02, 12.51it/s]
15/99 0.457G 0.07474 0.07938 0.06216 0.2163 84 416: 35%|###5 | 18/51 [00:01<00:02, 12.99it/s]
15/99 0.457G 0.07571 0.07849 0.06227 0.2165 78 416: 35%|###5 | 18/51 [00:01<00:02, 12.99it/s]
15/99 0.457G 0.0757 0.07994 0.0621 0.2177 95 416: 35%|###5 | 18/51 [00:01<00:02, 12.99it/s]
15/99 0.457G 0.0757 0.07994 0.0621 0.2177 95 416: 39%|###9 | 20/51 [00:01<00:02, 13.32it/s]
15/99 0.457G 0.07498 0.07969 0.06107 0.2157 97 416: 39%|###9 | 20/51 [00:01<00:02, 13.32it/s]
15/99 0.457G 0.07516 0.07817 0.06112 0.2144 30 416: 39%|###9 | 20/51 [00:01<00:02, 13.32it/s]
15/99 0.457G 0.07516 0.07817 0.06112 0.2144 30 416: 43%|####3 | 22/51 [00:01<00:02, 13.15it/s]
15/99 0.457G 0.07595 0.07686 0.06121 0.214 54 416: 43%|####3 | 22/51 [00:01<00:02, 13.15it/s]
15/99 0.457G 0.07595 0.07799 0.06128 0.2152 88 416: 43%|####3 | 22/51 [00:01<00:02, 13.15it/s]
15/99 0.457G 0.07595 0.07799 0.06128 0.2152 88 416: 47%|####7 | 24/51 [00:01<00:02, 13.44it/s]
15/99 0.457G 0.07581 0.07912 0.06127 0.2162 97 416: 47%|####7 | 24/51 [00:01<00:02, 13.44it/s]
15/99 0.457G 0.07608 0.07973 0.06123 0.217 97 416: 47%|####7 | 24/51 [00:01<00:02, 13.44it/s]
15/99 0.457G 0.07608 0.07973 0.06123 0.217 97 416: 51%|##### | 26/51 [00:01<00:01, 13.65it/s]
15/99 0.457G 0.07612 0.07949 0.06119 0.2168 69 416: 51%|##### | 26/51 [00:02<00:01, 13.65it/s]
15/99 0.457G 0.07665 0.08081 0.06124 0.2187 171 416: 51%|##### | 26/51 [00:02<00:01, 13.65it/s]
15/99 0.457G 0.07665 0.08081 0.06124 0.2187 171 416: 55%|#####4 | 28/51 [00:02<00:01, 13.37it/s]
15/99 0.457G 0.07648 0.08159 0.0613 0.2194 86 416: 55%|#####4 | 28/51 [00:02<00:01, 13.37it/s]
15/99 0.457G 0.07668 0.08221 0.06135 0.2202 104 416: 55%|#####4 | 28/51 [00:02<00:01, 13.37it/s]
15/99 0.457G 0.07668 0.08221 0.06135 0.2202 104 416: 59%|#####8 | 30/51 [00:02<00:01, 12.79it/s]
15/99 0.457G 0.07666 0.08171 0.06135 0.2197 60 416: 59%|#####8 | 30/51 [00:02<00:01, 12.79it/s]
15/99 0.457G 0.07671 0.08077 0.06128 0.2188 34 416: 59%|#####8 | 30/51 [00:02<00:01, 12.79it/s]
15/99 0.457G 0.07671 0.08077 0.06128 0.2188 34 416: 63%|######2 | 32/51 [00:02<00:01, 13.16it/s]
15/99 0.457G 0.07655 0.08126 0.06125 0.2191 82 416: 63%|######2 | 32/51 [00:02<00:01, 13.16it/s]
15/99 0.457G 0.07642 0.08081 0.06124 0.2185 45 416: 63%|######2 | 32/51 [00:02<00:01, 13.16it/s]
15/99 0.457G 0.07642 0.08081 0.06124 0.2185 45 416: 67%|######6 | 34/51 [00:02<00:01, 13.04it/s]
15/99 0.457G 0.07644 0.08022 0.06126 0.2179 56 416: 67%|######6 | 34/51 [00:02<00:01, 13.04it/s]
15/99 0.457G 0.07634 0.08139 0.06129 0.219 134 416: 67%|######6 | 34/51 [00:02<00:01, 13.04it/s]
15/99 0.457G 0.07634 0.08139 0.06129 0.219 134 416: 71%|####### | 36/51 [00:02<00:01, 12.79it/s]
15/99 0.457G 0.07627 0.08166 0.0613 0.2192 71 416: 71%|####### | 36/51 [00:02<00:01, 12.79it/s]
15/99 0.457G 0.07632 0.08095 0.0612 0.2185 55 416: 71%|####### | 36/51 [00:02<00:01, 12.79it/s]
15/99 0.457G 0.07632 0.08095 0.0612 0.2185 55 416: 75%|#######4 | 38/51 [00:02<00:00, 13.21it/s]
15/99 0.457G 0.07626 0.08057 0.06121 0.218 61 416: 75%|#######4 | 38/51 [00:02<00:00, 13.21it/s]
15/99 0.457G 0.07637 0.07981 0.06134 0.2175 38 416: 75%|#######4 | 38/51 [00:03<00:00, 13.21it/s]
15/99 0.457G 0.07637 0.07981 0.06134 0.2175 38 416: 78%|#######8 | 40/51 [00:03<00:00, 12.87it/s]
15/99 0.457G 0.07634 0.0791 0.06143 0.2169 51 416: 78%|#######8 | 40/51 [00:03<00:00, 12.87it/s]
15/99 0.457G 0.07658 0.0794 0.06145 0.2174 131 416: 78%|#######8 | 40/51 [00:03<00:00, 12.87it/s]
15/99 0.457G 0.07658 0.0794 0.06145 0.2174 131 416: 82%|########2 | 42/51 [00:03<00:00, 12.08it/s]
15/99 0.457G 0.0767 0.07915 0.06145 0.2173 70 416: 82%|########2 | 42/51 [00:03<00:00, 12.08it/s]
15/99 0.457G 0.07676 0.07911 0.06147 0.2173 84 416: 82%|########2 | 42/51 [00:03<00:00, 12.08it/s]
15/99 0.457G 0.07676 0.07911 0.06147 0.2173 84 416: 86%|########6 | 44/51 [00:03<00:00, 12.45it/s]
15/99 0.457G 0.07676 0.07912 0.06143 0.2173 78 416: 86%|########6 | 44/51 [00:03<00:00, 12.45it/s]
15/99 0.457G 0.07685 0.0783 0.06142 0.2166 21 416: 86%|########6 | 44/51 [00:03<00:00, 12.45it/s]
15/99 0.457G 0.07685 0.0783 0.06142 0.2166 21 416: 90%|######### | 46/51 [00:03<00:00, 12.88it/s]
15/99 0.457G 0.07674 0.07769 0.06137 0.2158 34 416: 90%|######### | 46/51 [00:03<00:00, 12.88it/s]
15/99 0.457G 0.07679 0.07845 0.06136 0.2166 148 416: 90%|######### | 46/51 [00:03<00:00, 12.88it/s]
15/99 0.457G 0.07679 0.07845 0.06136 0.2166 148 416: 94%|#########4| 48/51 [00:03<00:00, 12.85it/s]
15/99 0.457G 0.07693 0.07819 0.06138 0.2165 56 416: 94%|#########4| 48/51 [00:03<00:00, 12.85it/s]
15/99 0.457G 0.07697 0.07753 0.06132 0.2158 23 416: 94%|#########4| 48/51 [00:03<00:00, 12.85it/s]
15/99 0.457G 0.07697 0.07753 0.06132 0.2158 23 416: 98%|#########8| 50/51 [00:03<00:00, 13.21it/s]
15/99 0.457G 0.07673 0.07664 0.06109 0.2145 4 416: 98%|#########8| 50/51 [00:03<00:00, 13.21it/s]
15/99 0.457G 0.07673 0.07664 0.06109 0.2145 4 416: 100%|##########| 51/51 [00:03<00:00, 13.06it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.66it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.24it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 9.47it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 9.71it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.80it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 10.78it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
16/99 0.457G 0.07426 0.09034 0.06166 0.2263 93 416: 0%| | 0/51 [00:00<?, ?it/s]
16/99 0.457G 0.07788 0.07867 0.06061 0.2172 72 416: 0%| | 0/51 [00:00<?, ?it/s]
16/99 0.457G 0.07788 0.07867 0.06061 0.2172 72 416: 4%|3 | 2/51 [00:00<00:03, 12.64it/s]
16/99 0.457G 0.07129 0.07499 0.05424 0.2005 80 416: 4%|3 | 2/51 [00:00<00:03, 12.64it/s]
16/99 0.457G 0.07312 0.06879 0.05602 0.1979 35 416: 4%|3 | 2/51 [00:00<00:03, 12.64it/s]
16/99 0.457G 0.07312 0.06879 0.05602 0.1979 35 416: 8%|7 | 4/51 [00:00<00:03, 12.33it/s]
16/99 0.457G 0.07402 0.0656 0.05701 0.1966 51 416: 8%|7 | 4/51 [00:00<00:03, 12.33it/s]
16/99 0.457G 0.07023 0.06753 0.05445 0.1922 89 416: 8%|7 | 4/51 [00:00<00:03, 12.33it/s]
16/99 0.457G 0.07023 0.06753 0.05445 0.1922 89 416: 12%|#1 | 6/51 [00:00<00:03, 12.69it/s]
16/99 0.457G 0.07011 0.06835 0.05536 0.1938 72 416: 12%|#1 | 6/51 [00:00<00:03, 12.69it/s]
16/99 0.457G 0.07101 0.06974 0.05647 0.1972 87 416: 12%|#1 | 6/51 [00:00<00:03, 12.69it/s]
16/99 0.457G 0.07101 0.06974 0.05647 0.1972 87 416: 16%|#5 | 8/51 [00:00<00:03, 13.44it/s]
16/99 0.457G 0.06977 0.06577 0.05487 0.1904 19 416: 16%|#5 | 8/51 [00:00<00:03, 13.44it/s]
16/99 0.457G 0.06963 0.06469 0.05517 0.1895 46 416: 16%|#5 | 8/51 [00:00<00:03, 13.44it/s]
16/99 0.457G 0.06963 0.06469 0.05517 0.1895 46 416: 20%|#9 | 10/51 [00:00<00:03, 13.19it/s]
16/99 0.457G 0.07003 0.06887 0.05565 0.1946 97 416: 20%|#9 | 10/51 [00:00<00:03, 13.19it/s]
16/99 0.457G 0.07037 0.07179 0.05622 0.1984 85 416: 20%|#9 | 10/51 [00:00<00:03, 13.19it/s]
16/99 0.457G 0.07037 0.07179 0.05622 0.1984 85 416: 24%|##3 | 12/51 [00:00<00:02, 13.50it/s]
16/99 0.457G 0.07119 0.07295 0.05656 0.2007 106 416: 24%|##3 | 12/51 [00:00<00:02, 13.50it/s]
16/99 0.457G 0.07132 0.07045 0.05704 0.1988 17 416: 24%|##3 | 12/51 [00:01<00:02, 13.50it/s]
16/99 0.457G 0.07132 0.07045 0.05704 0.1988 17 416: 27%|##7 | 14/51 [00:01<00:02, 13.72it/s]
16/99 0.457G 0.07141 0.07173 0.05735 0.2005 93 416: 27%|##7 | 14/51 [00:01<00:02, 13.72it/s]
16/99 0.457G 0.07131 0.07158 0.0576 0.2005 51 416: 27%|##7 | 14/51 [00:01<00:02, 13.72it/s]
16/99 0.457G 0.07131 0.07158 0.0576 0.2005 51 416: 31%|###1 | 16/51 [00:01<00:02, 13.79it/s]
16/99 0.457G 0.07128 0.07082 0.05787 0.2 67 416: 31%|###1 | 16/51 [00:01<00:02, 13.79it/s]
16/99 0.457G 0.07186 0.06964 0.05804 0.1995 51 416: 31%|###1 | 16/51 [00:01<00:02, 13.79it/s]
16/99 0.457G 0.07186 0.06964 0.05804 0.1995 51 416: 35%|###5 | 18/51 [00:01<00:02, 12.64it/s]
16/99 0.457G 0.07117 0.07048 0.05713 0.1988 101 416: 35%|###5 | 18/51 [00:01<00:02, 12.64it/s]
16/99 0.457G 0.07107 0.07329 0.05735 0.2017 101 416: 35%|###5 | 18/51 [00:01<00:02, 12.64it/s]
16/99 0.457G 0.07107 0.07329 0.05735 0.2017 101 416: 39%|###9 | 20/51 [00:01<00:02, 13.07it/s]
16/99 0.457G 0.07117 0.07322 0.05756 0.202 72 416: 39%|###9 | 20/51 [00:01<00:02, 13.07it/s]
16/99 0.457G 0.07123 0.07281 0.05768 0.2017 51 416: 39%|###9 | 20/51 [00:01<00:02, 13.07it/s]
16/99 0.457G 0.07123 0.07281 0.05768 0.2017 51 416: 43%|####3 | 22/51 [00:01<00:02, 13.39it/s]
16/99 0.457G 0.07135 0.07243 0.05777 0.2016 64 416: 43%|####3 | 22/51 [00:01<00:02, 13.39it/s]
16/99 0.457G 0.07155 0.07222 0.05792 0.2017 78 416: 43%|####3 | 22/51 [00:01<00:02, 13.39it/s]
16/99 0.457G 0.07155 0.07222 0.05792 0.2017 78 416: 47%|####7 | 24/51 [00:01<00:01, 13.61it/s]
16/99 0.457G 0.07142 0.07283 0.05809 0.2023 70 416: 47%|####7 | 24/51 [00:01<00:01, 13.61it/s]
16/99 0.457G 0.07136 0.07389 0.05819 0.2034 90 416: 47%|####7 | 24/51 [00:01<00:01, 13.61it/s]
16/99 0.457G 0.07136 0.07389 0.05819 0.2034 90 416: 51%|##### | 26/51 [00:01<00:01, 12.93it/s]
16/99 0.457G 0.0713 0.07293 0.05821 0.2024 40 416: 51%|##### | 26/51 [00:02<00:01, 12.93it/s]
16/99 0.457G 0.07138 0.07223 0.0584 0.202 48 416: 51%|##### | 26/51 [00:02<00:01, 12.93it/s]
16/99 0.457G 0.07138 0.07223 0.0584 0.202 48 416: 55%|#####4 | 28/51 [00:02<00:01, 13.24it/s]
16/99 0.457G 0.07159 0.07236 0.05838 0.2023 99 416: 55%|#####4 | 28/51 [00:02<00:01, 13.24it/s]
16/99 0.457G 0.07149 0.07242 0.05846 0.2024 85 416: 55%|#####4 | 28/51 [00:02<00:01, 13.24it/s]
16/99 0.457G 0.07149 0.07242 0.05846 0.2024 85 416: 59%|#####8 | 30/51 [00:02<00:01, 13.51it/s]
16/99 0.457G 0.07146 0.074 0.0586 0.2041 118 416: 59%|#####8 | 30/51 [00:02<00:01, 13.51it/s]
16/99 0.457G 0.07126 0.0735 0.0587 0.2035 40 416: 59%|#####8 | 30/51 [00:02<00:01, 13.51it/s]
16/99 0.457G 0.07126 0.0735 0.0587 0.2035 40 416: 63%|######2 | 32/51 [00:02<00:01, 13.27it/s]
16/99 0.457G 0.07107 0.07381 0.05874 0.2036 79 416: 63%|######2 | 32/51 [00:02<00:01, 13.27it/s]
16/99 0.457G 0.07111 0.07377 0.05881 0.2037 49 416: 63%|######2 | 32/51 [00:02<00:01, 13.27it/s]
16/99 0.457G 0.07111 0.07377 0.05881 0.2037 49 416: 67%|######6 | 34/51 [00:02<00:01, 13.53it/s]
16/99 0.457G 0.07114 0.07367 0.0589 0.2037 79 416: 67%|######6 | 34/51 [00:02<00:01, 13.53it/s]
16/99 0.457G 0.07099 0.0733 0.05895 0.2033 41 416: 67%|######6 | 34/51 [00:02<00:01, 13.53it/s]
16/99 0.457G 0.07099 0.0733 0.05895 0.2033 41 416: 71%|####### | 36/51 [00:02<00:01, 13.28it/s]
16/99 0.457G 0.0711 0.07457 0.05897 0.2046 118 416: 71%|####### | 36/51 [00:02<00:01, 13.28it/s]
16/99 0.457G 0.07099 0.07488 0.05892 0.2048 93 416: 71%|####### | 36/51 [00:02<00:01, 13.28it/s]
16/99 0.457G 0.07099 0.07488 0.05892 0.2048 93 416: 75%|#######4 | 38/51 [00:02<00:00, 13.54it/s]
16/99 0.457G 0.07087 0.07513 0.05897 0.205 58 416: 75%|#######4 | 38/51 [00:02<00:00, 13.54it/s]
16/99 0.457G 0.07098 0.07501 0.05907 0.2051 71 416: 75%|#######4 | 38/51 [00:03<00:00, 13.54it/s]
16/99 0.457G 0.07098 0.07501 0.05907 0.2051 71 416: 78%|#######8 | 40/51 [00:03<00:00, 12.89it/s]
16/99 0.457G 0.07104 0.07485 0.05906 0.2049 68 416: 78%|#######8 | 40/51 [00:03<00:00, 12.89it/s]
16/99 0.457G 0.07107 0.07459 0.05909 0.2048 49 416: 78%|#######8 | 40/51 [00:03<00:00, 12.89it/s]
16/99 0.457G 0.07107 0.07459 0.05909 0.2048 49 416: 82%|########2 | 42/51 [00:03<00:00, 13.21it/s]
16/99 0.457G 0.07142 0.07403 0.05906 0.2045 32 416: 82%|########2 | 42/51 [00:03<00:00, 13.21it/s]
16/99 0.457G 0.07193 0.0739 0.05928 0.2051 95 416: 82%|########2 | 42/51 [00:03<00:00, 13.21it/s]
16/99 0.457G 0.07193 0.0739 0.05928 0.2051 95 416: 86%|########6 | 44/51 [00:03<00:00, 13.06it/s]
16/99 0.457G 0.07197 0.07313 0.05926 0.2044 14 416: 86%|########6 | 44/51 [00:03<00:00, 13.06it/s]
16/99 0.457G 0.07212 0.07257 0.05924 0.2039 19 416: 86%|########6 | 44/51 [00:03<00:00, 13.06it/s]
16/99 0.457G 0.07212 0.07257 0.05924 0.2039 19 416: 90%|######### | 46/51 [00:03<00:00, 12.97it/s]
16/99 0.457G 0.07219 0.07224 0.05928 0.2037 47 416: 90%|######### | 46/51 [00:03<00:00, 12.97it/s]
16/99 0.457G 0.07229 0.07275 0.05929 0.2043 110 416: 90%|######### | 46/51 [00:03<00:00, 12.97it/s]
16/99 0.457G 0.07229 0.07275 0.05929 0.2043 110 416: 94%|#########4| 48/51 [00:03<00:00, 13.30it/s]
16/99 0.457G 0.07227 0.07297 0.05931 0.2045 85 416: 94%|#########4| 48/51 [00:03<00:00, 13.30it/s]
16/99 0.457G 0.07263 0.07242 0.05932 0.2044 24 416: 94%|#########4| 48/51 [00:03<00:00, 13.30it/s]
16/99 0.457G 0.07263 0.07242 0.05932 0.2044 24 416: 98%|#########8| 50/51 [00:03<00:00, 13.56it/s]
16/99 0.457G 0.07251 0.07238 0.05934 0.2042 9 416: 98%|#########8| 50/51 [00:03<00:00, 13.56it/s]
16/99 0.457G 0.07251 0.07238 0.05934 0.2042 9 416: 100%|##########| 51/51 [00:03<00:00, 13.31it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.97it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.30it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.46it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 10.53it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 10.83it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
17/99 0.457G 0.07536 0.0713 0.0627 0.2094 71 416: 0%| | 0/51 [00:00<?, ?it/s]
17/99 0.457G 0.06756 0.06311 0.05192 0.1826 52 416: 0%| | 0/51 [00:00<?, ?it/s]
17/99 0.457G 0.06756 0.06311 0.05192 0.1826 52 416: 4%|3 | 2/51 [00:00<00:04, 11.51it/s]
17/99 0.457G 0.07086 0.06772 0.05548 0.1941 69 416: 4%|3 | 2/51 [00:00<00:04, 11.51it/s]
17/99 0.457G 0.07295 0.06807 0.05701 0.198 60 416: 4%|3 | 2/51 [00:00<00:04, 11.51it/s]
17/99 0.457G 0.07295 0.06807 0.05701 0.198 60 416: 8%|7 | 4/51 [00:00<00:03, 12.93it/s]
17/99 0.457G 0.07335 0.0727 0.0574 0.2035 115 416: 8%|7 | 4/51 [00:00<00:03, 12.93it/s]
17/99 0.457G 0.07285 0.07717 0.05816 0.2082 92 416: 8%|7 | 4/51 [00:00<00:03, 12.93it/s]
17/99 0.457G 0.07285 0.07717 0.05816 0.2082 92 416: 12%|#1 | 6/51 [00:00<00:03, 12.76it/s]
17/99 0.457G 0.07224 0.07708 0.05586 0.2052 108 416: 12%|#1 | 6/51 [00:00<00:03, 12.76it/s]
17/99 0.457G 0.07297 0.07812 0.05645 0.2075 72 416: 12%|#1 | 6/51 [00:00<00:03, 12.76it/s]
17/99 0.457G 0.07297 0.07812 0.05645 0.2075 72 416: 16%|#5 | 8/51 [00:00<00:03, 13.36it/s]
17/99 0.457G 0.07452 0.0747 0.05728 0.2065 38 416: 16%|#5 | 8/51 [00:00<00:03, 13.36it/s]
17/99 0.457G 0.07335 0.07525 0.05567 0.2043 101 416: 16%|#5 | 8/51 [00:00<00:03, 13.36it/s]
17/99 0.457G 0.07335 0.07525 0.05567 0.2043 101 416: 20%|#9 | 10/51 [00:00<00:03, 13.47it/s]
17/99 0.457G 0.0753 0.0745 0.05574 0.2055 86 416: 20%|#9 | 10/51 [00:00<00:03, 13.47it/s]
17/99 0.457G 0.0754 0.07431 0.05615 0.2059 58 416: 20%|#9 | 10/51 [00:00<00:03, 13.47it/s]
17/99 0.457G 0.0754 0.07431 0.05615 0.2059 58 416: 24%|##3 | 12/51 [00:00<00:02, 13.21it/s]
17/99 0.457G 0.07566 0.07256 0.05647 0.2047 46 416: 24%|##3 | 12/51 [00:00<00:02, 13.21it/s]
17/99 0.457G 0.07652 0.0716 0.05656 0.2047 69 416: 24%|##3 | 12/51 [00:01<00:02, 13.21it/s]
17/99 0.457G 0.07652 0.0716 0.05656 0.2047 69 416: 27%|##7 | 14/51 [00:01<00:02, 13.06it/s]
17/99 0.457G 0.07622 0.07007 0.05679 0.2031 37 416: 27%|##7 | 14/51 [00:01<00:02, 13.06it/s]
17/99 0.457G 0.07607 0.0712 0.05694 0.2042 84 416: 27%|##7 | 14/51 [00:01<00:02, 13.06it/s]
17/99 0.457G 0.07607 0.0712 0.05694 0.2042 84 416: 31%|###1 | 16/51 [00:01<00:02, 12.52it/s]
17/99 0.457G 0.07642 0.07091 0.05705 0.2044 68 416: 31%|###1 | 16/51 [00:01<00:02, 12.52it/s]
17/99 0.457G 0.07624 0.07149 0.05737 0.2051 87 416: 31%|###1 | 16/51 [00:01<00:02, 12.52it/s]
17/99 0.457G 0.07624 0.07149 0.05737 0.2051 87 416: 35%|###5 | 18/51 [00:01<00:02, 12.98it/s]
17/99 0.457G 0.07621 0.07085 0.05764 0.2047 37 416: 35%|###5 | 18/51 [00:01<00:02, 12.98it/s]
17/99 0.457G 0.07686 0.07084 0.0579 0.2056 75 416: 35%|###5 | 18/51 [00:01<00:02, 12.98it/s]
17/99 0.457G 0.07686 0.07084 0.0579 0.2056 75 416: 39%|###9 | 20/51 [00:01<00:02, 13.33it/s]
17/99 0.457G 0.07682 0.07065 0.05816 0.2056 62 416: 39%|###9 | 20/51 [00:01<00:02, 13.33it/s]
17/99 0.457G 0.07685 0.07111 0.05835 0.2063 83 416: 39%|###9 | 20/51 [00:01<00:02, 13.33it/s]
17/99 0.457G 0.07685 0.07111 0.05835 0.2063 83 416: 43%|####3 | 22/51 [00:01<00:02, 13.14it/s]
17/99 0.457G 0.07682 0.07029 0.05853 0.2056 51 416: 43%|####3 | 22/51 [00:01<00:02, 13.14it/s]
17/99 0.457G 0.07678 0.07121 0.05868 0.2067 94 416: 43%|####3 | 22/51 [00:01<00:02, 13.14it/s]
17/99 0.457G 0.07678 0.07121 0.05868 0.2067 94 416: 47%|####7 | 24/51 [00:01<00:02, 13.44it/s]
17/99 0.457G 0.07681 0.06991 0.05857 0.2053 33 416: 47%|####7 | 24/51 [00:01<00:02, 13.44it/s]
17/99 0.457G 0.07713 0.06894 0.05868 0.2048 54 416: 47%|####7 | 24/51 [00:01<00:02, 13.44it/s]
17/99 0.457G 0.07713 0.06894 0.05868 0.2048 54 416: 51%|##### | 26/51 [00:01<00:01, 13.22it/s]
17/99 0.457G 0.07697 0.06885 0.05865 0.2045 62 416: 51%|##### | 26/51 [00:02<00:01, 13.22it/s]
17/99 0.457G 0.0763 0.06984 0.05803 0.2042 115 416: 51%|##### | 26/51 [00:02<00:01, 13.22it/s]
17/99 0.457G 0.0763 0.06984 0.05803 0.2042 115 416: 55%|#####4 | 28/51 [00:02<00:01, 13.50it/s]
17/99 0.457G 0.07629 0.06932 0.058 0.2036 76 416: 55%|#####4 | 28/51 [00:02<00:01, 13.50it/s]
17/99 0.457G 0.07623 0.06891 0.05809 0.2032 64 416: 55%|#####4 | 28/51 [00:02<00:01, 13.50it/s]
17/99 0.457G 0.07623 0.06891 0.05809 0.2032 64 416: 59%|#####8 | 30/51 [00:02<00:01, 13.06it/s]
17/99 0.457G 0.07594 0.06814 0.05817 0.2022 35 416: 59%|#####8 | 30/51 [00:02<00:01, 13.06it/s]
17/99 0.457G 0.07585 0.06866 0.05829 0.2028 76 416: 59%|#####8 | 30/51 [00:02<00:01, 13.06it/s]
17/99 0.457G 0.07585 0.06866 0.05829 0.2028 76 416: 63%|######2 | 32/51 [00:02<00:01, 12.97it/s]
17/99 0.457G 0.07558 0.06857 0.05838 0.2025 64 416: 63%|######2 | 32/51 [00:02<00:01, 12.97it/s]
17/99 0.457G 0.07524 0.06785 0.0584 0.2015 27 416: 63%|######2 | 32/51 [00:02<00:01, 12.97it/s]
17/99 0.457G 0.07524 0.06785 0.0584 0.2015 27 416: 67%|######6 | 34/51 [00:02<00:01, 13.28it/s]
17/99 0.457G 0.0751 0.06709 0.05844 0.2006 37 416: 67%|######6 | 34/51 [00:02<00:01, 13.28it/s]
17/99 0.457G 0.07505 0.06709 0.05854 0.2007 69 416: 67%|######6 | 34/51 [00:02<00:01, 13.28it/s]
17/99 0.457G 0.07505 0.06709 0.05854 0.2007 69 416: 71%|####### | 36/51 [00:02<00:01, 13.54it/s]
17/99 0.457G 0.07495 0.0669 0.0586 0.2005 61 416: 71%|####### | 36/51 [00:02<00:01, 13.54it/s]
17/99 0.457G 0.07476 0.0675 0.05861 0.2009 87 416: 71%|####### | 36/51 [00:02<00:01, 13.54it/s]
17/99 0.457G 0.07476 0.0675 0.05861 0.2009 87 416: 75%|#######4 | 38/51 [00:02<00:00, 13.08it/s]
17/99 0.457G 0.07474 0.06796 0.05869 0.2014 96 416: 75%|#######4 | 38/51 [00:02<00:00, 13.08it/s]
17/99 0.457G 0.07477 0.06765 0.05879 0.2012 50 416: 75%|#######4 | 38/51 [00:03<00:00, 13.08it/s]
17/99 0.457G 0.07477 0.06765 0.05879 0.2012 50 416: 78%|#######8 | 40/51 [00:03<00:00, 13.39it/s]
17/99 0.457G 0.07475 0.06786 0.05886 0.2015 97 416: 78%|#######8 | 40/51 [00:03<00:00, 13.39it/s]
17/99 0.457G 0.07473 0.06789 0.05895 0.2016 92 416: 78%|#######8 | 40/51 [00:03<00:00, 13.39it/s]
17/99 0.457G 0.07473 0.06789 0.05895 0.2016 92 416: 82%|########2 | 42/51 [00:03<00:00, 13.19it/s]
17/99 0.457G 0.07465 0.06759 0.05899 0.2012 35 416: 82%|########2 | 42/51 [00:03<00:00, 13.19it/s]
17/99 0.457G 0.07458 0.06897 0.05898 0.2025 142 416: 82%|########2 | 42/51 [00:03<00:00, 13.19it/s]
17/99 0.457G 0.07458 0.06897 0.05898 0.2025 142 416: 86%|########6 | 44/51 [00:03<00:00, 13.42it/s]
17/99 0.457G 0.07453 0.06852 0.05903 0.2021 36 416: 86%|########6 | 44/51 [00:03<00:00, 13.42it/s]
17/99 0.457G 0.07444 0.06817 0.05906 0.2017 38 416: 86%|########6 | 44/51 [00:03<00:00, 13.42it/s]
17/99 0.457G 0.07444 0.06817 0.05906 0.2017 38 416: 90%|######### | 46/51 [00:03<00:00, 13.21it/s]
17/99 0.457G 0.07424 0.06774 0.05914 0.2011 26 416: 90%|######### | 46/51 [00:03<00:00, 13.21it/s]
17/99 0.457G 0.07414 0.06777 0.05917 0.2011 53 416: 90%|######### | 46/51 [00:03<00:00, 13.21it/s]
17/99 0.457G 0.07414 0.06777 0.05917 0.2011 53 416: 94%|#########4| 48/51 [00:03<00:00, 13.60it/s]
17/99 0.457G 0.07414 0.06846 0.05924 0.2018 102 416: 94%|#########4| 48/51 [00:03<00:00, 13.60it/s]
17/99 0.457G 0.07393 0.06887 0.05887 0.2017 106 416: 94%|#########4| 48/51 [00:03<00:00, 13.60it/s]
17/99 0.457G 0.07393 0.06887 0.05887 0.2017 106 416: 98%|#########8| 50/51 [00:03<00:00, 12.93it/s]
17/99 0.457G 0.07458 0.06802 0.0591 0.2017 2 416: 98%|#########8| 50/51 [00:03<00:00, 12.93it/s]
17/99 0.457G 0.07458 0.06802 0.0591 0.2017 2 416: 100%|##########| 51/51 [00:03<00:00, 13.14it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:01, 6.38it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 25%|##5 | 2/8 [00:00<00:00, 7.75it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 8.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 7.80it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 8.22it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 7.80it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 9.64it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 8.63it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
18/99 0.457G 0.09676 0.05514 0.06557 0.2175 57 416: 0%| | 0/51 [00:00<?, ?it/s]
18/99 0.457G 0.09443 0.06764 0.06433 0.2264 85 416: 0%| | 0/51 [00:00<?, ?it/s]
18/99 0.457G 0.09443 0.06764 0.06433 0.2264 85 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
18/99 0.457G 0.08644 0.05485 0.0585 0.1998 16 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
18/99 0.457G 0.08555 0.05374 0.05918 0.1985 39 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
18/99 0.457G 0.08555 0.05374 0.05918 0.1985 39 416: 8%|7 | 4/51 [00:00<00:03, 14.09it/s]
18/99 0.457G 0.08484 0.06105 0.05945 0.2053 76 416: 8%|7 | 4/51 [00:00<00:03, 14.09it/s]
18/99 0.457G 0.08543 0.05936 0.05987 0.2047 43 416: 8%|7 | 4/51 [00:00<00:03, 14.09it/s]
18/99 0.457G 0.08543 0.05936 0.05987 0.2047 43 416: 12%|#1 | 6/51 [00:00<00:03, 14.11it/s]
18/99 0.457G 0.08215 0.06653 0.0572 0.2059 131 416: 12%|#1 | 6/51 [00:00<00:03, 14.11it/s]
18/99 0.457G 0.0832 0.06325 0.05797 0.2044 25 416: 12%|#1 | 6/51 [00:00<00:03, 14.11it/s]
18/99 0.457G 0.0832 0.06325 0.05797 0.2044 25 416: 16%|#5 | 8/51 [00:00<00:03, 13.90it/s]
18/99 0.457G 0.08574 0.06161 0.05836 0.2057 61 416: 16%|#5 | 8/51 [00:00<00:03, 13.90it/s]
18/99 0.457G 0.08583 0.06301 0.05892 0.2078 63 416: 16%|#5 | 8/51 [00:00<00:03, 13.90it/s]
18/99 0.457G 0.08583 0.06301 0.05892 0.2078 63 416: 20%|#9 | 10/51 [00:00<00:02, 14.11it/s]
18/99 0.457G 0.08706 0.06225 0.05933 0.2086 51 416: 20%|#9 | 10/51 [00:00<00:02, 14.11it/s]
18/99 0.457G 0.08677 0.06151 0.05956 0.2078 41 416: 20%|#9 | 10/51 [00:00<00:02, 14.11it/s]
18/99 0.457G 0.08677 0.06151 0.05956 0.2078 41 416: 24%|##3 | 12/51 [00:00<00:02, 13.57it/s]
18/99 0.457G 0.08758 0.06087 0.05974 0.2082 60 416: 24%|##3 | 12/51 [00:00<00:02, 13.57it/s]
18/99 0.457G 0.08721 0.06507 0.05989 0.2122 139 416: 24%|##3 | 12/51 [00:01<00:02, 13.57it/s]
18/99 0.457G 0.08721 0.06507 0.05989 0.2122 139 416: 27%|##7 | 14/51 [00:01<00:03, 12.23it/s]
18/99 0.457G 0.08637 0.06656 0.06004 0.213 68 416: 27%|##7 | 14/51 [00:01<00:03, 12.23it/s]
18/99 0.457G 0.08585 0.06994 0.06013 0.2159 125 416: 27%|##7 | 14/51 [00:01<00:03, 12.23it/s]
18/99 0.457G 0.08585 0.06994 0.06013 0.2159 125 416: 31%|###1 | 16/51 [00:01<00:02, 12.71it/s]
18/99 0.457G 0.08536 0.06965 0.06003 0.215 62 416: 31%|###1 | 16/51 [00:01<00:02, 12.71it/s]
18/99 0.457G 0.08512 0.07165 0.06012 0.2169 116 416: 31%|###1 | 16/51 [00:01<00:02, 12.71it/s]
18/99 0.457G 0.08512 0.07165 0.06012 0.2169 116 416: 35%|###5 | 18/51 [00:01<00:02, 13.04it/s]
18/99 0.457G 0.08344 0.07198 0.05911 0.2145 81 416: 35%|###5 | 18/51 [00:01<00:02, 13.04it/s]
18/99 0.457G 0.08324 0.07155 0.05929 0.2141 45 416: 35%|###5 | 18/51 [00:01<00:02, 13.04it/s]
18/99 0.457G 0.08324 0.07155 0.05929 0.2141 45 416: 39%|###9 | 20/51 [00:01<00:02, 13.38it/s]
18/99 0.457G 0.0829 0.0712 0.05936 0.2135 47 416: 39%|###9 | 20/51 [00:01<00:02, 13.38it/s]
18/99 0.457G 0.08254 0.07099 0.0594 0.2129 47 416: 39%|###9 | 20/51 [00:01<00:02, 13.38it/s]
18/99 0.457G 0.08254 0.07099 0.0594 0.2129 47 416: 43%|####3 | 22/51 [00:01<00:02, 13.59it/s]
18/99 0.457G 0.08249 0.07078 0.05954 0.2128 79 416: 43%|####3 | 22/51 [00:01<00:02, 13.59it/s]
18/99 0.457G 0.0823 0.07288 0.0596 0.2148 119 416: 43%|####3 | 22/51 [00:01<00:02, 13.59it/s]
18/99 0.457G 0.0823 0.07288 0.0596 0.2148 119 416: 47%|####7 | 24/51 [00:01<00:02, 13.35it/s]
18/99 0.457G 0.08218 0.07303 0.05962 0.2148 72 416: 47%|####7 | 24/51 [00:01<00:02, 13.35it/s]
18/99 0.457G 0.08219 0.07301 0.05974 0.2149 51 416: 47%|####7 | 24/51 [00:01<00:02, 13.35it/s]
18/99 0.457G 0.08219 0.07301 0.05974 0.2149 51 416: 51%|##### | 26/51 [00:01<00:01, 13.15it/s]
18/99 0.457G 0.08205 0.07301 0.05975 0.2148 61 416: 51%|##### | 26/51 [00:02<00:01, 13.15it/s]
18/99 0.457G 0.08192 0.07247 0.05976 0.2141 52 416: 51%|##### | 26/51 [00:02<00:01, 13.15it/s]
18/99 0.457G 0.08192 0.07247 0.05976 0.2141 52 416: 55%|#####4 | 28/51 [00:02<00:01, 12.64it/s]
18/99 0.457G 0.08188 0.07314 0.05982 0.2148 89 416: 55%|#####4 | 28/51 [00:02<00:01, 12.64it/s]
18/99 0.457G 0.08216 0.07267 0.05984 0.2147 64 416: 55%|#####4 | 28/51 [00:02<00:01, 12.64it/s]
18/99 0.457G 0.08216 0.07267 0.05984 0.2147 64 416: 59%|#####8 | 30/51 [00:02<00:01, 13.07it/s]
18/99 0.457G 0.08221 0.0724 0.05993 0.2145 56 416: 59%|#####8 | 30/51 [00:02<00:01, 13.07it/s]
18/99 0.457G 0.08228 0.07185 0.06002 0.2142 52 416: 59%|#####8 | 30/51 [00:02<00:01, 13.07it/s]
18/99 0.457G 0.08228 0.07185 0.06002 0.2142 52 416: 63%|######2 | 32/51 [00:02<00:01, 13.00it/s]
18/99 0.457G 0.08213 0.07163 0.06001 0.2138 65 416: 63%|######2 | 32/51 [00:02<00:01, 13.00it/s]
18/99 0.457G 0.08192 0.07181 0.06002 0.2137 60 416: 63%|######2 | 32/51 [00:02<00:01, 13.00it/s]
18/99 0.457G 0.08192 0.07181 0.06002 0.2137 60 416: 67%|######6 | 34/51 [00:02<00:01, 13.31it/s]
18/99 0.457G 0.08192 0.07193 0.06008 0.2139 91 416: 67%|######6 | 34/51 [00:02<00:01, 13.31it/s]
18/99 0.457G 0.08187 0.07177 0.06008 0.2137 57 416: 67%|######6 | 34/51 [00:02<00:01, 13.31it/s]
18/99 0.457G 0.08187 0.07177 0.06008 0.2137 57 416: 71%|####### | 36/51 [00:02<00:01, 13.56it/s]
18/99 0.457G 0.08186 0.07255 0.06014 0.2145 103 416: 71%|####### | 36/51 [00:02<00:01, 13.56it/s]
18/99 0.457G 0.08181 0.07266 0.06012 0.2146 86 416: 71%|####### | 36/51 [00:02<00:01, 13.56it/s]
18/99 0.457G 0.08181 0.07266 0.06012 0.2146 86 416: 75%|#######4 | 38/51 [00:02<00:00, 13.62it/s]
18/99 0.457G 0.08189 0.0727 0.06016 0.2148 76 416: 75%|#######4 | 38/51 [00:02<00:00, 13.62it/s]
18/99 0.457G 0.08202 0.07277 0.06023 0.215 81 416: 75%|#######4 | 38/51 [00:03<00:00, 13.62it/s]
18/99 0.457G 0.08202 0.07277 0.06023 0.215 81 416: 78%|#######8 | 40/51 [00:03<00:00, 13.35it/s]
18/99 0.457G 0.08147 0.07238 0.05977 0.2136 58 416: 78%|#######8 | 40/51 [00:03<00:00, 13.35it/s]
18/99 0.457G 0.08167 0.07232 0.05976 0.2137 82 416: 78%|#######8 | 40/51 [00:03<00:00, 13.35it/s]
18/99 0.457G 0.08167 0.07232 0.05976 0.2137 82 416: 82%|########2 | 42/51 [00:03<00:00, 13.58it/s]
18/99 0.457G 0.08211 0.07179 0.05992 0.2138 59 416: 82%|########2 | 42/51 [00:03<00:00, 13.58it/s]
18/99 0.457G 0.08194 0.07206 0.06 0.214 100 416: 82%|########2 | 42/51 [00:03<00:00, 13.58it/s]
18/99 0.457G 0.08194 0.07206 0.06 0.214 100 416: 86%|########6 | 44/51 [00:03<00:00, 12.87it/s]
18/99 0.457G 0.08195 0.07158 0.06005 0.2136 48 416: 86%|########6 | 44/51 [00:03<00:00, 12.87it/s]
18/99 0.457G 0.082 0.07066 0.06007 0.2127 21 416: 86%|########6 | 44/51 [00:03<00:00, 12.87it/s]
18/99 0.457G 0.082 0.07066 0.06007 0.2127 21 416: 90%|######### | 46/51 [00:03<00:00, 13.24it/s]
18/99 0.457G 0.08184 0.07103 0.06008 0.2129 117 416: 90%|######### | 46/51 [00:03<00:00, 13.24it/s]
18/99 0.457G 0.08174 0.07095 0.06012 0.2128 72 416: 90%|######### | 46/51 [00:03<00:00, 13.24it/s]
18/99 0.457G 0.08174 0.07095 0.06012 0.2128 72 416: 94%|#########4| 48/51 [00:03<00:00, 13.51it/s]
18/99 0.457G 0.08177 0.0706 0.06019 0.2126 65 416: 94%|#########4| 48/51 [00:03<00:00, 13.51it/s]
18/99 0.457G 0.08125 0.07045 0.05977 0.2115 74 416: 94%|#########4| 48/51 [00:03<00:00, 13.51it/s]
18/99 0.457G 0.08125 0.07045 0.05977 0.2115 74 416: 98%|#########8| 50/51 [00:03<00:00, 13.66it/s]
18/99 0.457G 0.08088 0.07364 0.0594 0.2139 79 416: 98%|#########8| 50/51 [00:03<00:00, 13.66it/s]
18/99 0.457G 0.08088 0.07364 0.0594 0.2139 79 416: 100%|##########| 51/51 [00:03<00:00, 13.37it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.97it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.37it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.03it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 9.49it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.08it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 10.45it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
19/99 0.457G 0.07666 0.05369 0.06302 0.1934 43 416: 0%| | 0/51 [00:00<?, ?it/s]
19/99 0.457G 0.07738 0.08209 0.06125 0.2207 137 416: 0%| | 0/51 [00:00<?, ?it/s]
19/99 0.457G 0.07738 0.08209 0.06125 0.2207 137 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
19/99 0.457G 0.07657 0.0782 0.0608 0.2156 72 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
19/99 0.457G 0.07628 0.06776 0.06249 0.2065 27 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
19/99 0.457G 0.07628 0.06776 0.06249 0.2065 27 416: 8%|7 | 4/51 [00:00<00:03, 13.47it/s]
19/99 0.457G 0.07445 0.06683 0.06169 0.203 54 416: 8%|7 | 4/51 [00:00<00:03, 13.47it/s]
19/99 0.457G 0.07048 0.06487 0.05799 0.1933 56 416: 8%|7 | 4/51 [00:00<00:03, 13.47it/s]
19/99 0.457G 0.07048 0.06487 0.05799 0.1933 56 416: 12%|#1 | 6/51 [00:00<00:03, 13.67it/s]
19/99 0.457G 0.07089 0.06612 0.05851 0.1955 65 416: 12%|#1 | 6/51 [00:00<00:03, 13.67it/s]
19/99 0.457G 0.07145 0.06345 0.05833 0.1932 41 416: 12%|#1 | 6/51 [00:00<00:03, 13.67it/s]
19/99 0.457G 0.07145 0.06345 0.05833 0.1932 41 416: 16%|#5 | 8/51 [00:00<00:03, 12.79it/s]
19/99 0.457G 0.06953 0.05977 0.05674 0.186 22 416: 16%|#5 | 8/51 [00:00<00:03, 12.79it/s]
19/99 0.457G 0.06959 0.05825 0.05745 0.1853 40 416: 16%|#5 | 8/51 [00:00<00:03, 12.79it/s]
19/99 0.457G 0.06959 0.05825 0.05745 0.1853 40 416: 20%|#9 | 10/51 [00:00<00:03, 12.89it/s]
19/99 0.457G 0.06992 0.06437 0.05769 0.192 130 416: 20%|#9 | 10/51 [00:00<00:03, 12.89it/s]
19/99 0.457G 0.06973 0.06635 0.05799 0.1941 75 416: 20%|#9 | 10/51 [00:00<00:03, 12.89it/s]
19/99 0.457G 0.06973 0.06635 0.05799 0.1941 75 416: 24%|##3 | 12/51 [00:00<00:02, 13.30it/s]
19/99 0.457G 0.06956 0.06637 0.05823 0.1942 50 416: 24%|##3 | 12/51 [00:00<00:02, 13.30it/s]
19/99 0.457G 0.06985 0.07162 0.05845 0.1999 108 416: 24%|##3 | 12/51 [00:01<00:02, 13.30it/s]
19/99 0.457G 0.06985 0.07162 0.05845 0.1999 108 416: 27%|##7 | 14/51 [00:01<00:02, 13.11it/s]
19/99 0.457G 0.06999 0.07291 0.05862 0.2015 105 416: 27%|##7 | 14/51 [00:01<00:02, 13.11it/s]
19/99 0.457G 0.06975 0.07584 0.05863 0.2042 119 416: 27%|##7 | 14/51 [00:01<00:02, 13.11it/s]
19/99 0.457G 0.06975 0.07584 0.05863 0.2042 119 416: 31%|###1 | 16/51 [00:01<00:02, 12.95it/s]
19/99 0.457G 0.06956 0.07854 0.05883 0.2069 113 416: 31%|###1 | 16/51 [00:01<00:02, 12.95it/s]
19/99 0.457G 0.06929 0.07701 0.05895 0.2053 42 416: 31%|###1 | 16/51 [00:01<00:02, 12.95it/s]
19/99 0.457G 0.06929 0.07701 0.05895 0.2053 42 416: 35%|###5 | 18/51 [00:01<00:02, 13.36it/s]
19/99 0.457G 0.06905 0.07547 0.05921 0.2037 38 416: 35%|###5 | 18/51 [00:01<00:02, 13.36it/s]
19/99 0.457G 0.06907 0.07468 0.05926 0.203 51 416: 35%|###5 | 18/51 [00:01<00:02, 13.36it/s]
19/99 0.457G 0.06907 0.07468 0.05926 0.203 51 416: 39%|###9 | 20/51 [00:01<00:02, 13.17it/s]
19/99 0.457G 0.06919 0.07293 0.05943 0.2015 27 416: 39%|###9 | 20/51 [00:01<00:02, 13.17it/s]
19/99 0.457G 0.06934 0.07387 0.05955 0.2028 85 416: 39%|###9 | 20/51 [00:01<00:02, 13.17it/s]
19/99 0.457G 0.06934 0.07387 0.05955 0.2028 85 416: 43%|####3 | 22/51 [00:01<00:02, 13.45it/s]
19/99 0.457G 0.06911 0.07331 0.05954 0.202 59 416: 43%|####3 | 22/51 [00:01<00:02, 13.45it/s]
19/99 0.457G 0.06967 0.07114 0.05968 0.2005 6 416: 43%|####3 | 22/51 [00:01<00:02, 13.45it/s]
19/99 0.457G 0.06967 0.07114 0.05968 0.2005 6 416: 47%|####7 | 24/51 [00:01<00:02, 11.48it/s]
19/99 0.457G 0.0698 0.07138 0.05966 0.2008 78 416: 47%|####7 | 24/51 [00:01<00:02, 11.48it/s]
19/99 0.457G 0.06971 0.07097 0.0597 0.2004 35 416: 47%|####7 | 24/51 [00:02<00:02, 11.48it/s]
19/99 0.457G 0.06971 0.07097 0.0597 0.2004 35 416: 51%|##### | 26/51 [00:02<00:02, 11.39it/s]
19/99 0.457G 0.07036 0.07047 0.05961 0.2004 67 416: 51%|##### | 26/51 [00:02<00:02, 11.39it/s]
19/99 0.457G 0.07097 0.06951 0.05968 0.2002 23 416: 51%|##### | 26/51 [00:02<00:02, 11.39it/s]
19/99 0.457G 0.07097 0.06951 0.05968 0.2002 23 416: 55%|#####4 | 28/51 [00:02<00:01, 11.59it/s]
19/99 0.457G 0.0712 0.06983 0.05971 0.2008 83 416: 55%|#####4 | 28/51 [00:02<00:01, 11.59it/s]
19/99 0.457G 0.07106 0.07006 0.05978 0.2009 44 416: 55%|#####4 | 28/51 [00:02<00:01, 11.59it/s]
19/99 0.457G 0.07106 0.07006 0.05978 0.2009 44 416: 59%|#####8 | 30/51 [00:02<00:01, 12.07it/s]
19/99 0.457G 0.07188 0.07064 0.05991 0.2024 146 416: 59%|#####8 | 30/51 [00:02<00:01, 12.07it/s]
19/99 0.457G 0.07206 0.07008 0.05991 0.2021 34 416: 59%|#####8 | 30/51 [00:02<00:01, 12.07it/s]
19/99 0.457G 0.07206 0.07008 0.05991 0.2021 34 416: 63%|######2 | 32/51 [00:02<00:01, 12.64it/s]
19/99 0.457G 0.07228 0.06932 0.0599 0.2015 26 416: 63%|######2 | 32/51 [00:02<00:01, 12.64it/s]
19/99 0.457G 0.07234 0.06942 0.05996 0.2017 52 416: 63%|######2 | 32/51 [00:02<00:01, 12.64it/s]
19/99 0.457G 0.07234 0.06942 0.05996 0.2017 52 416: 67%|######6 | 34/51 [00:02<00:01, 13.06it/s]
19/99 0.457G 0.07266 0.06891 0.05998 0.2015 38 416: 67%|######6 | 34/51 [00:02<00:01, 13.06it/s]
19/99 0.457G 0.07308 0.06862 0.05988 0.2016 67 416: 67%|######6 | 34/51 [00:02<00:01, 13.06it/s]
19/99 0.457G 0.07308 0.06862 0.05988 0.2016 67 416: 71%|####### | 36/51 [00:02<00:01, 12.97it/s]
19/99 0.457G 0.07309 0.07006 0.05991 0.2031 115 416: 71%|####### | 36/51 [00:02<00:01, 12.97it/s]
19/99 0.457G 0.07321 0.07107 0.05996 0.2042 115 416: 71%|####### | 36/51 [00:02<00:01, 12.97it/s]
19/99 0.457G 0.07321 0.07107 0.05996 0.2042 115 416: 75%|#######4 | 38/51 [00:02<00:00, 13.30it/s]
19/99 0.457G 0.07353 0.07133 0.06005 0.2049 99 416: 75%|#######4 | 38/51 [00:03<00:00, 13.30it/s]
19/99 0.457G 0.07351 0.07091 0.06003 0.2045 34 416: 75%|#######4 | 38/51 [00:03<00:00, 13.30it/s]
19/99 0.457G 0.07351 0.07091 0.06003 0.2045 34 416: 78%|#######8 | 40/51 [00:03<00:00, 12.73it/s]
19/99 0.457G 0.0736 0.0703 0.06013 0.204 27 416: 78%|#######8 | 40/51 [00:03<00:00, 12.73it/s]
19/99 0.457G 0.07379 0.07021 0.06016 0.2042 52 416: 78%|#######8 | 40/51 [00:03<00:00, 12.73it/s]
19/99 0.457G 0.07379 0.07021 0.06016 0.2042 52 416: 82%|########2 | 42/51 [00:03<00:00, 12.71it/s]
19/99 0.457G 0.07375 0.06987 0.06008 0.2037 50 416: 82%|########2 | 42/51 [00:03<00:00, 12.71it/s]
19/99 0.457G 0.07395 0.06995 0.06014 0.204 56 416: 82%|########2 | 42/51 [00:03<00:00, 12.71it/s]
19/99 0.457G 0.07395 0.06995 0.06014 0.204 56 416: 86%|########6 | 44/51 [00:03<00:00, 12.72it/s]
19/99 0.457G 0.07407 0.07076 0.06016 0.205 84 416: 86%|########6 | 44/51 [00:03<00:00, 12.72it/s]
19/99 0.457G 0.07425 0.07144 0.06025 0.2059 97 416: 86%|########6 | 44/51 [00:03<00:00, 12.72it/s]
19/99 0.457G 0.07425 0.07144 0.06025 0.2059 97 416: 90%|######### | 46/51 [00:03<00:00, 13.09it/s]
19/99 0.457G 0.07433 0.07095 0.06028 0.2056 34 416: 90%|######### | 46/51 [00:03<00:00, 13.09it/s]
19/99 0.457G 0.07441 0.07088 0.06031 0.2056 49 416: 90%|######### | 46/51 [00:03<00:00, 13.09it/s]
19/99 0.457G 0.07441 0.07088 0.06031 0.2056 49 416: 94%|#########4| 48/51 [00:03<00:00, 13.36it/s]
19/99 0.457G 0.07456 0.07097 0.06035 0.2059 58 416: 94%|#########4| 48/51 [00:03<00:00, 13.36it/s]
19/99 0.457G 0.0746 0.07075 0.06035 0.2057 46 416: 94%|#########4| 48/51 [00:03<00:00, 13.36it/s]
19/99 0.457G 0.0746 0.07075 0.06035 0.2057 46 416: 98%|#########8| 50/51 [00:03<00:00, 12.81it/s]
19/99 0.457G 0.07417 0.07327 0.05996 0.2074 54 416: 98%|#########8| 50/51 [00:03<00:00, 12.81it/s]
19/99 0.457G 0.07417 0.07327 0.05996 0.2074 54 416: 100%|##########| 51/51 [00:03<00:00, 12.88it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:01, 6.38it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 8.16it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 8.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 8.29it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 8.49it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 8.93it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
20/99 0.457G 0.0803 0.05661 0.06252 0.1994 41 416: 0%| | 0/51 [00:00<?, ?it/s]
20/99 0.457G 0.08127 0.0637 0.062 0.207 58 416: 0%| | 0/51 [00:00<?, ?it/s]
20/99 0.457G 0.08127 0.0637 0.062 0.207 58 416: 4%|3 | 2/51 [00:00<00:03, 14.01it/s]
20/99 0.457G 0.08054 0.08234 0.06184 0.2247 109 416: 4%|3 | 2/51 [00:00<00:03, 14.01it/s]
20/99 0.457G 0.0803 0.07427 0.06192 0.2165 33 416: 4%|3 | 2/51 [00:00<00:03, 14.01it/s]
20/99 0.457G 0.0803 0.07427 0.06192 0.2165 33 416: 8%|7 | 4/51 [00:00<00:03, 13.25it/s]
20/99 0.457G 0.07984 0.07541 0.0619 0.2171 67 416: 8%|7 | 4/51 [00:00<00:03, 13.25it/s]
20/99 0.457G 0.07917 0.08769 0.06191 0.2288 142 416: 8%|7 | 4/51 [00:00<00:03, 13.25it/s]
20/99 0.457G 0.07917 0.08769 0.06191 0.2288 142 416: 12%|#1 | 6/51 [00:00<00:03, 12.43it/s]
20/99 0.457G 0.07541 0.08998 0.05885 0.2242 119 416: 12%|#1 | 6/51 [00:00<00:03, 12.43it/s]
20/99 0.457G 0.07519 0.08315 0.05899 0.2173 20 416: 12%|#1 | 6/51 [00:00<00:03, 12.43it/s]
20/99 0.457G 0.07519 0.08315 0.05899 0.2173 20 416: 16%|#5 | 8/51 [00:00<00:03, 12.93it/s]
20/99 0.457G 0.07502 0.08077 0.05933 0.2151 46 416: 16%|#5 | 8/51 [00:00<00:03, 12.93it/s]
20/99 0.457G 0.07504 0.081 0.05959 0.2156 73 416: 16%|#5 | 8/51 [00:00<00:03, 12.93it/s]
20/99 0.457G 0.07504 0.081 0.05959 0.2156 73 416: 20%|#9 | 10/51 [00:00<00:03, 13.34it/s]
20/99 0.457G 0.07496 0.08052 0.05956 0.215 74 416: 20%|#9 | 10/51 [00:00<00:03, 13.34it/s]
20/99 0.457G 0.07508 0.08019 0.05968 0.215 49 416: 20%|#9 | 10/51 [00:00<00:03, 13.34it/s]
20/99 0.457G 0.07508 0.08019 0.05968 0.215 49 416: 24%|##3 | 12/51 [00:00<00:03, 12.69it/s]
20/99 0.457G 0.07483 0.08202 0.05974 0.2166 82 416: 24%|##3 | 12/51 [00:00<00:03, 12.69it/s]
20/99 0.457G 0.07495 0.07958 0.05977 0.2143 30 416: 24%|##3 | 12/51 [00:01<00:03, 12.69it/s]
20/99 0.457G 0.07495 0.07958 0.05977 0.2143 30 416: 27%|##7 | 14/51 [00:01<00:02, 13.10it/s]
20/99 0.457G 0.07586 0.08049 0.05992 0.2163 105 416: 27%|##7 | 14/51 [00:01<00:02, 13.10it/s]
20/99 0.457G 0.07601 0.08064 0.05997 0.2166 81 416: 27%|##7 | 14/51 [00:01<00:02, 13.10it/s]
20/99 0.457G 0.07601 0.08064 0.05997 0.2166 81 416: 31%|###1 | 16/51 [00:01<00:02, 13.15it/s]
20/99 0.457G 0.07578 0.08338 0.05999 0.2191 112 416: 31%|###1 | 16/51 [00:01<00:02, 13.15it/s]
20/99 0.457G 0.07542 0.08179 0.05991 0.2171 42 416: 31%|###1 | 16/51 [00:01<00:02, 13.15it/s]
20/99 0.457G 0.07542 0.08179 0.05991 0.2171 42 416: 35%|###5 | 18/51 [00:01<00:02, 13.29it/s]
20/99 0.457G 0.07537 0.08402 0.05996 0.2193 124 416: 35%|###5 | 18/51 [00:01<00:02, 13.29it/s]
20/99 0.457G 0.07555 0.08826 0.06007 0.2239 159 416: 35%|###5 | 18/51 [00:01<00:02, 13.29it/s]
20/99 0.457G 0.07555 0.08826 0.06007 0.2239 159 416: 39%|###9 | 20/51 [00:01<00:02, 13.55it/s]
20/99 0.457G 0.0759 0.08691 0.05994 0.2227 58 416: 39%|###9 | 20/51 [00:01<00:02, 13.55it/s]
20/99 0.457G 0.07603 0.08525 0.05992 0.2212 19 416: 39%|###9 | 20/51 [00:01<00:02, 13.55it/s]
20/99 0.457G 0.07603 0.08525 0.05992 0.2212 19 416: 43%|####3 | 22/51 [00:01<00:02, 12.88it/s]
20/99 0.457G 0.07606 0.08463 0.05982 0.2205 75 416: 43%|####3 | 22/51 [00:01<00:02, 12.88it/s]
20/99 0.457G 0.07589 0.0839 0.05984 0.2196 48 416: 43%|####3 | 22/51 [00:01<00:02, 12.88it/s]
20/99 0.457G 0.07589 0.0839 0.05984 0.2196 48 416: 47%|####7 | 24/51 [00:01<00:02, 12.84it/s]
20/99 0.457G 0.07596 0.08375 0.05992 0.2196 86 416: 47%|####7 | 24/51 [00:01<00:02, 12.84it/s]
20/99 0.457G 0.07609 0.08632 0.05993 0.2223 160 416: 47%|####7 | 24/51 [00:01<00:02, 12.84it/s]
20/99 0.457G 0.07609 0.08632 0.05993 0.2223 160 416: 51%|##### | 26/51 [00:01<00:01, 13.22it/s]
20/99 0.457G 0.0764 0.08627 0.05991 0.2226 82 416: 51%|##### | 26/51 [00:02<00:01, 13.22it/s]
20/99 0.457G 0.07637 0.08484 0.05991 0.2211 28 416: 51%|##### | 26/51 [00:02<00:01, 13.22it/s]
20/99 0.457G 0.07637 0.08484 0.05991 0.2211 28 416: 55%|#####4 | 28/51 [00:02<00:01, 13.45it/s]
20/99 0.457G 0.07561 0.08439 0.05924 0.2192 75 416: 55%|#####4 | 28/51 [00:02<00:01, 13.45it/s]
20/99 0.457G 0.07552 0.08337 0.05912 0.218 33 416: 55%|#####4 | 28/51 [00:02<00:01, 13.45it/s]
20/99 0.457G 0.07552 0.08337 0.05912 0.218 33 416: 59%|#####8 | 30/51 [00:02<00:01, 13.43it/s]
20/99 0.457G 0.07562 0.08344 0.059 0.2181 90 416: 59%|#####8 | 30/51 [00:02<00:01, 13.43it/s]
20/99 0.457G 0.07558 0.08404 0.05907 0.2187 105 416: 59%|#####8 | 30/51 [00:02<00:01, 13.43it/s]
20/99 0.457G 0.07558 0.08404 0.05907 0.2187 105 416: 63%|######2 | 32/51 [00:02<00:01, 12.69it/s]
20/99 0.457G 0.07545 0.0833 0.05907 0.2178 44 416: 63%|######2 | 32/51 [00:02<00:01, 12.69it/s]
20/99 0.457G 0.07547 0.08493 0.05911 0.2195 157 416: 63%|######2 | 32/51 [00:02<00:01, 12.69it/s]
20/99 0.457G 0.07547 0.08493 0.05911 0.2195 157 416: 67%|######6 | 34/51 [00:02<00:01, 12.95it/s]
20/99 0.457G 0.07552 0.08569 0.05917 0.2204 123 416: 67%|######6 | 34/51 [00:02<00:01, 12.95it/s]
20/99 0.457G 0.07554 0.08435 0.05923 0.2191 7 416: 67%|######6 | 34/51 [00:02<00:01, 12.95it/s]
20/99 0.457G 0.07554 0.08435 0.05923 0.2191 7 416: 71%|####### | 36/51 [00:02<00:01, 12.73it/s]
20/99 0.457G 0.07554 0.08389 0.05923 0.2187 46 416: 71%|####### | 36/51 [00:02<00:01, 12.73it/s]
20/99 0.457G 0.0758 0.08383 0.05925 0.2189 90 416: 71%|####### | 36/51 [00:02<00:01, 12.73it/s]
20/99 0.457G 0.0758 0.08383 0.05925 0.2189 90 416: 75%|#######4 | 38/51 [00:02<00:01, 12.14it/s]
20/99 0.457G 0.07613 0.0841 0.05923 0.2195 132 416: 75%|#######4 | 38/51 [00:03<00:01, 12.14it/s]
20/99 0.457G 0.07644 0.08381 0.05929 0.2195 90 416: 75%|#######4 | 38/51 [00:03<00:01, 12.14it/s]
20/99 0.457G 0.07644 0.08381 0.05929 0.2195 90 416: 78%|#######8 | 40/51 [00:03<00:00, 12.65it/s]
20/99 0.457G 0.07641 0.08377 0.05936 0.2195 79 416: 78%|#######8 | 40/51 [00:03<00:00, 12.65it/s]
20/99 0.457G 0.07638 0.08448 0.05939 0.2203 104 416: 78%|#######8 | 40/51 [00:03<00:00, 12.65it/s]
20/99 0.457G 0.07638 0.08448 0.05939 0.2203 104 416: 82%|########2 | 42/51 [00:03<00:00, 13.07it/s]
20/99 0.457G 0.07655 0.08411 0.05935 0.22 89 416: 82%|########2 | 42/51 [00:03<00:00, 13.07it/s]
20/99 0.457G 0.07669 0.08323 0.05935 0.2193 40 416: 82%|########2 | 42/51 [00:03<00:00, 13.07it/s]
20/99 0.457G 0.07669 0.08323 0.05935 0.2193 40 416: 86%|########6 | 44/51 [00:03<00:00, 12.98it/s]
20/99 0.457G 0.07668 0.08284 0.05937 0.2189 68 416: 86%|########6 | 44/51 [00:03<00:00, 12.98it/s]
20/99 0.457G 0.07682 0.08194 0.05936 0.2181 28 416: 86%|########6 | 44/51 [00:03<00:00, 12.98it/s]
20/99 0.457G 0.07682 0.08194 0.05936 0.2181 28 416: 90%|######### | 46/51 [00:03<00:00, 13.28it/s]
20/99 0.457G 0.07688 0.08159 0.05939 0.2179 58 416: 90%|######### | 46/51 [00:03<00:00, 13.28it/s]
20/99 0.457G 0.07685 0.08137 0.05941 0.2176 73 416: 90%|######### | 46/51 [00:03<00:00, 13.28it/s]
20/99 0.457G 0.07685 0.08137 0.05941 0.2176 73 416: 94%|#########4| 48/51 [00:03<00:00, 13.15it/s]
20/99 0.457G 0.07693 0.08075 0.05943 0.2171 43 416: 94%|#########4| 48/51 [00:03<00:00, 13.15it/s]
20/99 0.457G 0.0766 0.08055 0.05905 0.2162 79 416: 94%|#########4| 48/51 [00:03<00:00, 13.15it/s]
20/99 0.457G 0.0766 0.08055 0.05905 0.2162 79 416: 98%|#########8| 50/51 [00:03<00:00, 11.98it/s]
20/99 0.457G 0.07666 0.08165 0.05899 0.2173 36 416: 98%|#########8| 50/51 [00:03<00:00, 11.98it/s]
20/99 0.457G 0.07666 0.08165 0.05899 0.2173 36 416: 100%|##########| 51/51 [00:03<00:00, 12.90it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.88it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.33it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.05it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 9.78it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.76it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 10.83it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
21/99 0.457G 0.08198 0.02648 0.06278 0.1712 9 416: 0%| | 0/51 [00:00<?, ?it/s]
21/99 0.457G 0.08376 0.04311 0.06205 0.1889 66 416: 0%| | 0/51 [00:00<?, ?it/s]
21/99 0.457G 0.08376 0.04311 0.06205 0.1889 66 416: 4%|3 | 2/51 [00:00<00:04, 10.77it/s]
21/99 0.457G 0.0839 0.05171 0.06175 0.1974 59 416: 4%|3 | 2/51 [00:00<00:04, 10.77it/s]
21/99 0.457G 0.08403 0.0567 0.06094 0.2017 72 416: 4%|3 | 2/51 [00:00<00:04, 10.77it/s]
21/99 0.457G 0.08403 0.0567 0.06094 0.2017 72 416: 8%|7 | 4/51 [00:00<00:03, 12.55it/s]
21/99 0.457G 0.08411 0.05975 0.06094 0.2048 75 416: 8%|7 | 4/51 [00:00<00:03, 12.55it/s]
21/99 0.457G 0.08055 0.06758 0.05751 0.2056 147 416: 8%|7 | 4/51 [00:00<00:03, 12.55it/s]
21/99 0.457G 0.08055 0.06758 0.05751 0.2056 147 416: 12%|#1 | 6/51 [00:00<00:03, 12.65it/s]
21/99 0.457G 0.08086 0.06651 0.0579 0.2053 42 416: 12%|#1 | 6/51 [00:00<00:03, 12.65it/s]
21/99 0.457G 0.08103 0.06554 0.05833 0.2049 39 416: 12%|#1 | 6/51 [00:00<00:03, 12.65it/s]
21/99 0.457G 0.08103 0.06554 0.05833 0.2049 39 416: 16%|#5 | 8/51 [00:00<00:03, 13.01it/s]
21/99 0.457G 0.07995 0.06277 0.05638 0.1991 43 416: 16%|#5 | 8/51 [00:00<00:03, 13.01it/s]
21/99 0.457G 0.08078 0.05929 0.05772 0.1978 11 416: 16%|#5 | 8/51 [00:00<00:03, 13.01it/s]
21/99 0.457G 0.08078 0.05929 0.05772 0.1978 11 416: 20%|#9 | 10/51 [00:00<00:03, 13.65it/s]
21/99 0.457G 0.08135 0.05854 0.05803 0.1979 40 416: 20%|#9 | 10/51 [00:00<00:03, 13.65it/s]
21/99 0.457G 0.08157 0.05825 0.05834 0.1982 40 416: 20%|#9 | 10/51 [00:00<00:03, 13.65it/s]
21/99 0.457G 0.08157 0.05825 0.05834 0.1982 40 416: 24%|##3 | 12/51 [00:00<00:02, 13.14it/s]
21/99 0.457G 0.08197 0.05588 0.05889 0.1967 11 416: 24%|##3 | 12/51 [00:00<00:02, 13.14it/s]
21/99 0.457G 0.08246 0.05592 0.05892 0.1973 58 416: 24%|##3 | 12/51 [00:01<00:02, 13.14it/s]
21/99 0.457G 0.08246 0.05592 0.05892 0.1973 58 416: 27%|##7 | 14/51 [00:01<00:02, 13.61it/s]
21/99 0.457G 0.08243 0.05453 0.05926 0.1962 15 416: 27%|##7 | 14/51 [00:01<00:02, 13.61it/s]
21/99 0.457G 0.08301 0.05596 0.05935 0.1983 112 416: 27%|##7 | 14/51 [00:01<00:02, 13.61it/s]
21/99 0.457G 0.08301 0.05596 0.05935 0.1983 112 416: 31%|###1 | 16/51 [00:01<00:02, 13.79it/s]
21/99 0.457G 0.08319 0.05589 0.05953 0.1986 37 416: 31%|###1 | 16/51 [00:01<00:02, 13.79it/s]
21/99 0.457G 0.08304 0.05645 0.05951 0.199 67 416: 31%|###1 | 16/51 [00:01<00:02, 13.79it/s]
21/99 0.457G 0.08304 0.05645 0.05951 0.199 67 416: 35%|###5 | 18/51 [00:01<00:02, 13.01it/s]
21/99 0.457G 0.08166 0.05889 0.05852 0.1991 121 416: 35%|###5 | 18/51 [00:01<00:02, 13.01it/s]
21/99 0.457G 0.08131 0.0591 0.05858 0.199 69 416: 35%|###5 | 18/51 [00:01<00:02, 13.01it/s]
21/99 0.457G 0.08131 0.0591 0.05858 0.199 69 416: 39%|###9 | 20/51 [00:01<00:02, 13.08it/s]
21/99 0.457G 0.08105 0.05837 0.05866 0.1981 30 416: 39%|###9 | 20/51 [00:01<00:02, 13.08it/s]
21/99 0.457G 0.08117 0.05891 0.05869 0.1988 86 416: 39%|###9 | 20/51 [00:01<00:02, 13.08it/s]
21/99 0.457G 0.08117 0.05891 0.05869 0.1988 86 416: 43%|####3 | 22/51 [00:01<00:02, 13.67it/s]
21/99 0.457G 0.08107 0.06101 0.05879 0.2009 125 416: 43%|####3 | 22/51 [00:01<00:02, 13.67it/s]
21/99 0.457G 0.08071 0.06026 0.05885 0.1998 43 416: 43%|####3 | 22/51 [00:01<00:02, 13.67it/s]
21/99 0.457G 0.08071 0.06026 0.05885 0.1998 43 416: 47%|####7 | 24/51 [00:01<00:02, 13.38it/s]
21/99 0.457G 0.08029 0.05989 0.05888 0.1991 36 416: 47%|####7 | 24/51 [00:01<00:02, 13.38it/s]
21/99 0.457G 0.08021 0.0604 0.05901 0.1996 78 416: 47%|####7 | 24/51 [00:01<00:02, 13.38it/s]
21/99 0.457G 0.08021 0.0604 0.05901 0.1996 78 416: 51%|##### | 26/51 [00:01<00:01, 13.60it/s]
21/99 0.457G 0.07983 0.06073 0.05909 0.1996 45 416: 51%|##### | 26/51 [00:02<00:01, 13.60it/s]
21/99 0.457G 0.07929 0.05982 0.05842 0.1975 43 416: 51%|##### | 26/51 [00:02<00:01, 13.60it/s]
21/99 0.457G 0.07929 0.05982 0.05842 0.1975 43 416: 55%|#####4 | 28/51 [00:02<00:01, 13.72it/s]
21/99 0.457G 0.07904 0.05961 0.05848 0.1971 41 416: 55%|#####4 | 28/51 [00:02<00:01, 13.72it/s]
21/99 0.457G 0.07871 0.06075 0.0586 0.1981 66 416: 55%|#####4 | 28/51 [00:02<00:01, 13.72it/s]
21/99 0.457G 0.07871 0.06075 0.0586 0.1981 66 416: 59%|#####8 | 30/51 [00:02<00:01, 13.85it/s]
21/99 0.457G 0.07883 0.06231 0.05871 0.1998 130 416: 59%|#####8 | 30/51 [00:02<00:01, 13.85it/s]
21/99 0.457G 0.07868 0.06413 0.0588 0.2016 106 416: 59%|#####8 | 30/51 [00:02<00:01, 13.85it/s]
21/99 0.457G 0.07868 0.06413 0.0588 0.2016 106 416: 63%|######2 | 32/51 [00:02<00:01, 13.95it/s]
21/99 0.457G 0.07833 0.06436 0.05884 0.2015 57 416: 63%|######2 | 32/51 [00:02<00:01, 13.95it/s]
21/99 0.457G 0.07806 0.0637 0.05886 0.2006 25 416: 63%|######2 | 32/51 [00:02<00:01, 13.95it/s]
21/99 0.457G 0.07806 0.0637 0.05886 0.2006 25 416: 67%|######6 | 34/51 [00:02<00:01, 13.15it/s]
21/99 0.457G 0.07781 0.06537 0.05886 0.202 116 416: 67%|######6 | 34/51 [00:02<00:01, 13.15it/s]
21/99 0.457G 0.07749 0.06677 0.05891 0.2032 88 416: 67%|######6 | 34/51 [00:02<00:01, 13.15it/s]
21/99 0.457G 0.07749 0.06677 0.05891 0.2032 88 416: 71%|####### | 36/51 [00:02<00:01, 12.58it/s]
21/99 0.457G 0.07713 0.06718 0.05897 0.2033 60 416: 71%|####### | 36/51 [00:02<00:01, 12.58it/s]
21/99 0.457G 0.07699 0.06663 0.05903 0.2027 48 416: 71%|####### | 36/51 [00:02<00:01, 12.58it/s]
21/99 0.457G 0.07699 0.06663 0.05903 0.2027 48 416: 75%|#######4 | 38/51 [00:02<00:00, 13.09it/s]
21/99 0.457G 0.0766 0.0663 0.05907 0.202 34 416: 75%|#######4 | 38/51 [00:02<00:00, 13.09it/s]
21/99 0.457G 0.0766 0.06629 0.05909 0.202 82 416: 75%|#######4 | 38/51 [00:03<00:00, 13.09it/s]
21/99 0.457G 0.0766 0.06629 0.05909 0.202 82 416: 78%|#######8 | 40/51 [00:03<00:00, 13.40it/s]
21/99 0.457G 0.07636 0.06688 0.05913 0.2024 79 416: 78%|#######8 | 40/51 [00:03<00:00, 13.40it/s]
21/99 0.457G 0.07598 0.06656 0.05914 0.2017 35 416: 78%|#######8 | 40/51 [00:03<00:00, 13.40it/s]
21/99 0.457G 0.07598 0.06656 0.05914 0.2017 35 416: 82%|########2 | 42/51 [00:03<00:00, 13.16it/s]
21/99 0.457G 0.07584 0.06684 0.05916 0.2018 77 416: 82%|########2 | 42/51 [00:03<00:00, 13.16it/s]
21/99 0.457G 0.0756 0.06658 0.05918 0.2014 43 416: 82%|########2 | 42/51 [00:03<00:00, 13.16it/s]
21/99 0.457G 0.0756 0.06658 0.05918 0.2014 43 416: 86%|########6 | 44/51 [00:03<00:00, 13.45it/s]
21/99 0.457G 0.07557 0.06686 0.0592 0.2016 84 416: 86%|########6 | 44/51 [00:03<00:00, 13.45it/s]
21/99 0.457G 0.0755 0.06699 0.05924 0.2017 71 416: 86%|########6 | 44/51 [00:03<00:00, 13.45it/s]
21/99 0.457G 0.0755 0.06699 0.05924 0.2017 71 416: 90%|######### | 46/51 [00:03<00:00, 13.65it/s]
21/99 0.457G 0.07544 0.06766 0.0593 0.2024 136 416: 90%|######### | 46/51 [00:03<00:00, 13.65it/s]
21/99 0.457G 0.07532 0.06784 0.05928 0.2024 78 416: 90%|######### | 46/51 [00:03<00:00, 13.65it/s]
21/99 0.457G 0.07532 0.06784 0.05928 0.2024 78 416: 94%|#########4| 48/51 [00:03<00:00, 13.37it/s]
21/99 0.457G 0.07532 0.06783 0.05935 0.2025 81 416: 94%|#########4| 48/51 [00:03<00:00, 13.37it/s]
21/99 0.457G 0.07532 0.06798 0.0594 0.2027 81 416: 94%|#########4| 48/51 [00:03<00:00, 13.37it/s]
21/99 0.457G 0.07532 0.06798 0.0594 0.2027 81 416: 98%|#########8| 50/51 [00:03<00:00, 12.41it/s]
21/99 0.457G 0.07515 0.06717 0.05912 0.2014 2 416: 98%|#########8| 50/51 [00:03<00:00, 12.41it/s]
21/99 0.457G 0.07515 0.06717 0.05912 0.2014 2 416: 100%|##########| 51/51 [00:03<00:00, 13.22it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:01, 3.97it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 25%|##5 | 2/8 [00:00<00:01, 4.87it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 5.06it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 5.00it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 5.26it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:01<00:00, 4.86it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:01<00:00, 5.26it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:01<00:00, 5.48it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
22/99 0.457G 0.06655 0.0798 0.06131 0.2077 81 416: 0%| | 0/51 [00:00<?, ?it/s]
22/99 0.457G 0.07998 0.07763 0.05848 0.2161 110 416: 0%| | 0/51 [00:00<?, ?it/s]
22/99 0.457G 0.07998 0.07763 0.05848 0.2161 110 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
22/99 0.457G 0.07596 0.07068 0.0594 0.206 45 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
22/99 0.457G 0.07323 0.07144 0.06012 0.2048 70 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
22/99 0.457G 0.07323 0.07144 0.06012 0.2048 70 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
22/99 0.457G 0.07334 0.07015 0.06035 0.2038 56 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
22/99 0.457G 0.07397 0.07355 0.0604 0.2079 117 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
22/99 0.457G 0.07397 0.07355 0.0604 0.2079 117 416: 12%|#1 | 6/51 [00:00<00:03, 13.36it/s]
22/99 0.457G 0.07333 0.0665 0.06095 0.2008 8 416: 12%|#1 | 6/51 [00:00<00:03, 13.36it/s]
22/99 0.457G 0.07324 0.0668 0.06091 0.2009 91 416: 12%|#1 | 6/51 [00:00<00:03, 13.36it/s]
22/99 0.457G 0.07324 0.0668 0.06091 0.2009 91 416: 16%|#5 | 8/51 [00:00<00:03, 13.59it/s]
22/99 0.457G 0.07255 0.06692 0.06085 0.2003 64 416: 16%|#5 | 8/51 [00:00<00:03, 13.59it/s]
22/99 0.457G 0.07201 0.06473 0.06105 0.1978 37 416: 16%|#5 | 8/51 [00:00<00:03, 13.59it/s]
22/99 0.457G 0.07201 0.06473 0.06105 0.1978 37 416: 20%|#9 | 10/51 [00:00<00:02, 13.80it/s]
22/99 0.457G 0.07177 0.06581 0.06097 0.1986 66 416: 20%|#9 | 10/51 [00:00<00:02, 13.80it/s]
22/99 0.457G 0.07159 0.06534 0.06108 0.198 44 416: 20%|#9 | 10/51 [00:00<00:02, 13.80it/s]
22/99 0.457G 0.07159 0.06534 0.06108 0.198 44 416: 24%|##3 | 12/51 [00:00<00:03, 12.96it/s]
22/99 0.457G 0.07117 0.06423 0.06098 0.1964 40 416: 24%|##3 | 12/51 [00:00<00:03, 12.96it/s]
22/99 0.457G 0.07116 0.06445 0.06093 0.1965 67 416: 24%|##3 | 12/51 [00:01<00:03, 12.96it/s]
22/99 0.457G 0.07116 0.06445 0.06093 0.1965 67 416: 27%|##7 | 14/51 [00:01<00:02, 13.14it/s]
22/99 0.457G 0.07132 0.06487 0.06099 0.1972 65 416: 27%|##7 | 14/51 [00:01<00:02, 13.14it/s]
22/99 0.457G 0.0714 0.06935 0.06103 0.2018 148 416: 27%|##7 | 14/51 [00:01<00:02, 13.14it/s]
22/99 0.457G 0.0714 0.06935 0.06103 0.2018 148 416: 31%|###1 | 16/51 [00:01<00:02, 12.39it/s]
22/99 0.457G 0.07122 0.06802 0.06109 0.2003 40 416: 31%|###1 | 16/51 [00:01<00:02, 12.39it/s]
22/99 0.457G 0.07039 0.06814 0.06104 0.1996 65 416: 31%|###1 | 16/51 [00:01<00:02, 12.39it/s]
22/99 0.457G 0.07039 0.06814 0.06104 0.1996 65 416: 35%|###5 | 18/51 [00:01<00:02, 12.87it/s]
22/99 0.457G 0.07032 0.06714 0.06107 0.1985 46 416: 35%|###5 | 18/51 [00:01<00:02, 12.87it/s]
22/99 0.457G 0.06989 0.06909 0.06128 0.2003 116 416: 35%|###5 | 18/51 [00:01<00:02, 12.87it/s]
22/99 0.457G 0.06989 0.06909 0.06128 0.2003 116 416: 39%|###9 | 20/51 [00:01<00:02, 13.22it/s]
22/99 0.457G 0.06922 0.06913 0.06123 0.1996 58 416: 39%|###9 | 20/51 [00:01<00:02, 13.22it/s]
22/99 0.457G 0.06862 0.06792 0.06129 0.1978 22 416: 39%|###9 | 20/51 [00:01<00:02, 13.22it/s]
22/99 0.457G 0.06862 0.06792 0.06129 0.1978 22 416: 43%|####3 | 22/51 [00:01<00:02, 13.07it/s]
22/99 0.457G 0.06835 0.06812 0.06111 0.1976 81 416: 43%|####3 | 22/51 [00:01<00:02, 13.07it/s]
22/99 0.457G 0.06832 0.06791 0.06112 0.1974 58 416: 43%|####3 | 22/51 [00:01<00:02, 13.07it/s]
22/99 0.457G 0.06832 0.06791 0.06112 0.1974 58 416: 47%|####7 | 24/51 [00:01<00:02, 13.36it/s]
22/99 0.457G 0.06831 0.06802 0.06091 0.1972 77 416: 47%|####7 | 24/51 [00:01<00:02, 13.36it/s]
22/99 0.457G 0.06852 0.06917 0.06094 0.1986 95 416: 47%|####7 | 24/51 [00:01<00:02, 13.36it/s]
22/99 0.457G 0.06852 0.06917 0.06094 0.1986 95 416: 51%|##### | 26/51 [00:01<00:01, 13.60it/s]
22/99 0.457G 0.06836 0.07012 0.06092 0.1994 88 416: 51%|##### | 26/51 [00:02<00:01, 13.60it/s]
22/99 0.457G 0.06819 0.06951 0.06099 0.1987 49 416: 51%|##### | 26/51 [00:02<00:01, 13.60it/s]
22/99 0.457G 0.06819 0.06951 0.06099 0.1987 49 416: 55%|#####4 | 28/51 [00:02<00:01, 13.17it/s]
22/99 0.457G 0.06807 0.06885 0.06111 0.198 49 416: 55%|#####4 | 28/51 [00:02<00:01, 13.17it/s]
22/99 0.457G 0.06783 0.07139 0.06109 0.2003 132 416: 55%|#####4 | 28/51 [00:02<00:01, 13.17it/s]
22/99 0.457G 0.06783 0.07139 0.06109 0.2003 132 416: 59%|#####8 | 30/51 [00:02<00:01, 13.59it/s]
22/99 0.457G 0.06789 0.0715 0.06092 0.2003 88 416: 59%|#####8 | 30/51 [00:02<00:01, 13.59it/s]
22/99 0.457G 0.06791 0.07185 0.06093 0.2007 59 416: 59%|#####8 | 30/51 [00:02<00:01, 13.59it/s]
22/99 0.457G 0.06791 0.07185 0.06093 0.2007 59 416: 63%|######2 | 32/51 [00:02<00:01, 12.92it/s]
22/99 0.457G 0.06772 0.07188 0.0608 0.2004 80 416: 63%|######2 | 32/51 [00:02<00:01, 12.92it/s]
22/99 0.457G 0.06775 0.07304 0.06075 0.2015 142 416: 63%|######2 | 32/51 [00:02<00:01, 12.92it/s]
22/99 0.457G 0.06775 0.07304 0.06075 0.2015 142 416: 67%|######6 | 34/51 [00:02<00:01, 13.20it/s]
22/99 0.457G 0.0676 0.07301 0.06077 0.2014 52 416: 67%|######6 | 34/51 [00:02<00:01, 13.20it/s]
22/99 0.457G 0.06764 0.07427 0.06078 0.2027 137 416: 67%|######6 | 34/51 [00:02<00:01, 13.20it/s]
22/99 0.457G 0.06764 0.07427 0.06078 0.2027 137 416: 71%|####### | 36/51 [00:02<00:01, 13.51it/s]
22/99 0.457G 0.06764 0.07405 0.0607 0.2024 68 416: 71%|####### | 36/51 [00:02<00:01, 13.51it/s]
22/99 0.457G 0.06707 0.07538 0.06016 0.2026 163 416: 71%|####### | 36/51 [00:02<00:01, 13.51it/s]
22/99 0.457G 0.06707 0.07538 0.06016 0.2026 163 416: 75%|#######4 | 38/51 [00:02<00:00, 13.70it/s]
22/99 0.457G 0.06701 0.07553 0.06023 0.2028 81 416: 75%|#######4 | 38/51 [00:02<00:00, 13.70it/s]
22/99 0.457G 0.06706 0.0753 0.06022 0.2026 64 416: 75%|#######4 | 38/51 [00:02<00:00, 13.70it/s]
22/99 0.457G 0.06706 0.0753 0.06022 0.2026 64 416: 78%|#######8 | 40/51 [00:02<00:00, 13.82it/s]
22/99 0.457G 0.06721 0.0756 0.06025 0.2031 87 416: 78%|#######8 | 40/51 [00:03<00:00, 13.82it/s]
22/99 0.457G 0.06725 0.07501 0.06038 0.2026 32 416: 78%|#######8 | 40/51 [00:03<00:00, 13.82it/s]
22/99 0.457G 0.06725 0.07501 0.06038 0.2026 32 416: 82%|########2 | 42/51 [00:03<00:00, 13.94it/s]
22/99 0.457G 0.06719 0.07436 0.06039 0.2019 21 416: 82%|########2 | 42/51 [00:03<00:00, 13.94it/s]
22/99 0.457G 0.06723 0.07526 0.0604 0.2029 109 416: 82%|########2 | 42/51 [00:03<00:00, 13.94it/s]
22/99 0.457G 0.06723 0.07526 0.0604 0.2029 109 416: 86%|########6 | 44/51 [00:03<00:00, 14.00it/s]
22/99 0.457G 0.06682 0.0748 0.05999 0.2016 54 416: 86%|########6 | 44/51 [00:03<00:00, 14.00it/s]
22/99 0.457G 0.06678 0.07472 0.06005 0.2016 71 416: 86%|########6 | 44/51 [00:03<00:00, 14.00it/s]
22/99 0.457G 0.06678 0.07472 0.06005 0.2016 71 416: 90%|######### | 46/51 [00:03<00:00, 13.61it/s]
22/99 0.457G 0.06671 0.07454 0.06006 0.2013 67 416: 90%|######### | 46/51 [00:03<00:00, 13.61it/s]
22/99 0.457G 0.06666 0.07411 0.06008 0.2008 33 416: 90%|######### | 46/51 [00:03<00:00, 13.61it/s]
22/99 0.457G 0.06666 0.07411 0.06008 0.2008 33 416: 94%|#########4| 48/51 [00:03<00:00, 13.29it/s]
22/99 0.457G 0.06672 0.0739 0.06008 0.2007 54 416: 94%|#########4| 48/51 [00:03<00:00, 13.29it/s]
22/99 0.457G 0.06694 0.07518 0.06006 0.2022 184 416: 94%|#########4| 48/51 [00:03<00:00, 13.29it/s]
22/99 0.457G 0.06694 0.07518 0.06006 0.2022 184 416: 98%|#########8| 50/51 [00:03<00:00, 13.55it/s]
22/99 0.457G 0.06706 0.07444 0.05966 0.2012 11 416: 98%|#########8| 50/51 [00:03<00:00, 13.55it/s]
22/99 0.457G 0.06706 0.07444 0.05966 0.2012 11 416: 100%|##########| 51/51 [00:03<00:00, 13.42it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.97it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.37it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.50it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 10.17it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 10.77it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
23/99 0.457G 0.08124 0.09606 0.05994 0.2372 92 416: 0%| | 0/51 [00:00<?, ?it/s]
23/99 0.457G 0.07989 0.0958 0.06014 0.2358 107 416: 0%| | 0/51 [00:00<?, ?it/s]
23/99 0.457G 0.07989 0.0958 0.06014 0.2358 107 416: 4%|3 | 2/51 [00:00<00:03, 12.65it/s]
23/99 0.457G 0.08178 0.09129 0.06055 0.2336 120 416: 4%|3 | 2/51 [00:00<00:03, 12.65it/s]
23/99 0.457G 0.07887 0.08487 0.06058 0.2243 50 416: 4%|3 | 2/51 [00:00<00:03, 12.65it/s]
23/99 0.457G 0.07887 0.08487 0.06058 0.2243 50 416: 8%|7 | 4/51 [00:00<00:03, 13.95it/s]
23/99 0.457G 0.07696 0.08288 0.0606 0.2204 54 416: 8%|7 | 4/51 [00:00<00:03, 13.95it/s]
23/99 0.457G 0.07547 0.07991 0.06036 0.2157 53 416: 8%|7 | 4/51 [00:00<00:03, 13.95it/s]
23/99 0.457G 0.07547 0.07991 0.06036 0.2157 53 416: 12%|#1 | 6/51 [00:00<00:03, 13.43it/s]
23/99 0.457G 0.07558 0.07704 0.06049 0.2131 59 416: 12%|#1 | 6/51 [00:00<00:03, 13.43it/s]
23/99 0.457G 0.07353 0.08083 0.05791 0.2123 140 416: 12%|#1 | 6/51 [00:00<00:03, 13.43it/s]
23/99 0.457G 0.07353 0.08083 0.05791 0.2123 140 416: 16%|#5 | 8/51 [00:00<00:03, 13.57it/s]
23/99 0.457G 0.07391 0.07668 0.05838 0.209 44 416: 16%|#5 | 8/51 [00:00<00:03, 13.57it/s]
23/99 0.457G 0.07514 0.07501 0.05862 0.2088 57 416: 16%|#5 | 8/51 [00:00<00:03, 13.57it/s]
23/99 0.457G 0.07514 0.07501 0.05862 0.2088 57 416: 20%|#9 | 10/51 [00:00<00:03, 13.34it/s]
23/99 0.457G 0.07451 0.07701 0.05866 0.2102 71 416: 20%|#9 | 10/51 [00:00<00:03, 13.34it/s]
23/99 0.457G 0.07453 0.07492 0.05847 0.2079 54 416: 20%|#9 | 10/51 [00:00<00:03, 13.34it/s]
23/99 0.457G 0.07453 0.07492 0.05847 0.2079 54 416: 24%|##3 | 12/51 [00:00<00:03, 12.69it/s]
23/99 0.457G 0.07336 0.07197 0.05872 0.2041 17 416: 24%|##3 | 12/51 [00:00<00:03, 12.69it/s]
23/99 0.457G 0.07234 0.07106 0.05738 0.2008 78 416: 24%|##3 | 12/51 [00:01<00:03, 12.69it/s]
23/99 0.457G 0.07234 0.07106 0.05738 0.2008 78 416: 27%|##7 | 14/51 [00:01<00:02, 13.14it/s]
23/99 0.457G 0.07233 0.07481 0.0576 0.2047 152 416: 27%|##7 | 14/51 [00:01<00:02, 13.14it/s]
23/99 0.457G 0.07209 0.07524 0.05777 0.2051 80 416: 27%|##7 | 14/51 [00:01<00:02, 13.14it/s]
23/99 0.457G 0.07209 0.07524 0.05777 0.2051 80 416: 31%|###1 | 16/51 [00:01<00:02, 13.01it/s]
23/99 0.457G 0.0718 0.07672 0.05792 0.2064 115 416: 31%|###1 | 16/51 [00:01<00:02, 13.01it/s]
23/99 0.457G 0.07192 0.07643 0.05787 0.2062 98 416: 31%|###1 | 16/51 [00:01<00:02, 13.01it/s]
23/99 0.457G 0.07192 0.07643 0.05787 0.2062 98 416: 35%|###5 | 18/51 [00:01<00:02, 13.35it/s]
23/99 0.457G 0.07179 0.07661 0.05782 0.2062 100 416: 35%|###5 | 18/51 [00:01<00:02, 13.35it/s]
23/99 0.457G 0.07116 0.07732 0.05794 0.2064 68 416: 35%|###5 | 18/51 [00:01<00:02, 13.35it/s]
23/99 0.457G 0.07116 0.07732 0.05794 0.2064 68 416: 39%|###9 | 20/51 [00:01<00:02, 13.59it/s]
23/99 0.457G 0.07077 0.07688 0.05804 0.2057 60 416: 39%|###9 | 20/51 [00:01<00:02, 13.59it/s]
23/99 0.457G 0.07055 0.07697 0.05819 0.2057 82 416: 39%|###9 | 20/51 [00:01<00:02, 13.59it/s]
23/99 0.457G 0.07055 0.07697 0.05819 0.2057 82 416: 43%|####3 | 22/51 [00:01<00:02, 13.33it/s]
23/99 0.457G 0.06996 0.07729 0.05832 0.2056 74 416: 43%|####3 | 22/51 [00:01<00:02, 13.33it/s]
23/99 0.457G 0.06957 0.07744 0.05837 0.2054 78 416: 43%|####3 | 22/51 [00:01<00:02, 13.33it/s]
23/99 0.457G 0.06957 0.07744 0.05837 0.2054 78 416: 47%|####7 | 24/51 [00:01<00:01, 13.52it/s]
23/99 0.457G 0.06911 0.07654 0.05844 0.2041 36 416: 47%|####7 | 24/51 [00:01<00:01, 13.52it/s]
23/99 0.457G 0.06893 0.07643 0.05845 0.2038 65 416: 47%|####7 | 24/51 [00:01<00:01, 13.52it/s]
23/99 0.457G 0.06893 0.07643 0.05845 0.2038 65 416: 51%|##### | 26/51 [00:01<00:01, 13.71it/s]
23/99 0.457G 0.06871 0.07727 0.05849 0.2045 115 416: 51%|##### | 26/51 [00:02<00:01, 13.71it/s]
23/99 0.457G 0.06893 0.07716 0.05858 0.2047 93 416: 51%|##### | 26/51 [00:02<00:01, 13.71it/s]
23/99 0.457G 0.06893 0.07716 0.05858 0.2047 93 416: 55%|#####4 | 28/51 [00:02<00:01, 12.61it/s]
23/99 0.457G 0.06865 0.07763 0.05867 0.2049 86 416: 55%|#####4 | 28/51 [00:02<00:01, 12.61it/s]
23/99 0.457G 0.06867 0.07761 0.05876 0.205 92 416: 55%|#####4 | 28/51 [00:02<00:01, 12.61it/s]
23/99 0.457G 0.06867 0.07761 0.05876 0.205 92 416: 59%|#####8 | 30/51 [00:02<00:01, 13.04it/s]
23/99 0.457G 0.06854 0.07901 0.0588 0.2064 115 416: 59%|#####8 | 30/51 [00:02<00:01, 13.04it/s]
23/99 0.457G 0.06848 0.07925 0.05884 0.2066 119 416: 59%|#####8 | 30/51 [00:02<00:01, 13.04it/s]
23/99 0.457G 0.06848 0.07925 0.05884 0.2066 119 416: 63%|######2 | 32/51 [00:02<00:01, 13.36it/s]
23/99 0.457G 0.06817 0.07898 0.05881 0.206 69 416: 63%|######2 | 32/51 [00:02<00:01, 13.36it/s]
23/99 0.457G 0.0682 0.07963 0.05879 0.2066 135 416: 63%|######2 | 32/51 [00:02<00:01, 13.36it/s]
23/99 0.457G 0.0682 0.07963 0.05879 0.2066 135 416: 67%|######6 | 34/51 [00:02<00:01, 13.59it/s]
23/99 0.457G 0.06793 0.0786 0.05886 0.2054 19 416: 67%|######6 | 34/51 [00:02<00:01, 13.59it/s]
23/99 0.457G 0.06772 0.07831 0.05888 0.2049 64 416: 67%|######6 | 34/51 [00:02<00:01, 13.59it/s]
23/99 0.457G 0.06772 0.07831 0.05888 0.2049 64 416: 71%|####### | 36/51 [00:02<00:01, 13.68it/s]
23/99 0.457G 0.06758 0.07874 0.05894 0.2053 107 416: 71%|####### | 36/51 [00:02<00:01, 13.68it/s]
23/99 0.457G 0.06745 0.07906 0.05898 0.2055 84 416: 71%|####### | 36/51 [00:02<00:01, 13.68it/s]
23/99 0.457G 0.06745 0.07906 0.05898 0.2055 84 416: 75%|#######4 | 38/51 [00:02<00:00, 13.84it/s]
23/99 0.457G 0.06745 0.07885 0.05905 0.2054 72 416: 75%|#######4 | 38/51 [00:02<00:00, 13.84it/s]
23/99 0.457G 0.06738 0.07808 0.05917 0.2046 40 416: 75%|#######4 | 38/51 [00:02<00:00, 13.84it/s]
23/99 0.457G 0.06738 0.07808 0.05917 0.2046 40 416: 78%|#######8 | 40/51 [00:02<00:00, 13.53it/s]
23/99 0.457G 0.06746 0.07766 0.05923 0.2043 68 416: 78%|#######8 | 40/51 [00:03<00:00, 13.53it/s]
23/99 0.457G 0.06733 0.07699 0.05928 0.2036 39 416: 78%|#######8 | 40/51 [00:03<00:00, 13.53it/s]
23/99 0.457G 0.06733 0.07699 0.05928 0.2036 39 416: 82%|########2 | 42/51 [00:03<00:00, 13.68it/s]
23/99 0.457G 0.06748 0.07648 0.05933 0.2033 53 416: 82%|########2 | 42/51 [00:03<00:00, 13.68it/s]
23/99 0.457G 0.06719 0.07606 0.05929 0.2025 56 416: 82%|########2 | 42/51 [00:03<00:00, 13.68it/s]
23/99 0.457G 0.06719 0.07606 0.05929 0.2025 56 416: 86%|########6 | 44/51 [00:03<00:00, 12.97it/s]
23/99 0.457G 0.06725 0.07545 0.05928 0.202 33 416: 86%|########6 | 44/51 [00:03<00:00, 12.97it/s]
23/99 0.457G 0.06719 0.07512 0.05932 0.2016 63 416: 86%|########6 | 44/51 [00:03<00:00, 12.97it/s]
23/99 0.457G 0.06719 0.07512 0.05932 0.2016 63 416: 90%|######### | 46/51 [00:03<00:00, 12.91it/s]
23/99 0.457G 0.06731 0.07482 0.05935 0.2015 54 416: 90%|######### | 46/51 [00:03<00:00, 12.91it/s]
23/99 0.457G 0.06728 0.0756 0.0594 0.2023 128 416: 90%|######### | 46/51 [00:03<00:00, 12.91it/s]
23/99 0.457G 0.06728 0.0756 0.0594 0.2023 128 416: 94%|#########4| 48/51 [00:03<00:00, 13.26it/s]
23/99 0.457G 0.06734 0.07547 0.05937 0.2022 76 416: 94%|#########4| 48/51 [00:03<00:00, 13.26it/s]
23/99 0.457G 0.06753 0.07508 0.05935 0.202 71 416: 94%|#########4| 48/51 [00:03<00:00, 13.26it/s]
23/99 0.457G 0.06753 0.07508 0.05935 0.202 71 416: 98%|#########8| 50/51 [00:03<00:00, 13.06it/s]
23/99 0.457G 0.06732 0.07469 0.0592 0.2012 14 416: 98%|#########8| 50/51 [00:03<00:00, 13.06it/s]
23/99 0.457G 0.06732 0.07469 0.0592 0.2012 14 416: 100%|##########| 51/51 [00:03<00:00, 13.33it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.87it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.52it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 10.78it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.18it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
24/99 0.457G 0.06644 0.05427 0.06073 0.1814 46 416: 0%| | 0/51 [00:00<?, ?it/s]
24/99 0.457G 0.06936 0.05998 0.05972 0.1891 73 416: 0%| | 0/51 [00:00<?, ?it/s]
24/99 0.457G 0.06936 0.05998 0.05972 0.1891 73 416: 4%|3 | 2/51 [00:00<00:03, 13.98it/s]
24/99 0.457G 0.07126 0.06124 0.06031 0.1928 78 416: 4%|3 | 2/51 [00:00<00:03, 13.98it/s]
24/99 0.457G 0.07207 0.06705 0.06102 0.2001 97 416: 4%|3 | 2/51 [00:00<00:03, 13.98it/s]
24/99 0.457G 0.07207 0.06705 0.06102 0.2001 97 416: 8%|7 | 4/51 [00:00<00:03, 13.33it/s]
24/99 0.457G 0.07009 0.067 0.0609 0.198 63 416: 8%|7 | 4/51 [00:00<00:03, 13.33it/s]
24/99 0.457G 0.07106 0.0662 0.06091 0.1982 53 416: 8%|7 | 4/51 [00:00<00:03, 13.33it/s]
24/99 0.457G 0.07106 0.0662 0.06091 0.1982 53 416: 12%|#1 | 6/51 [00:00<00:03, 13.51it/s]
24/99 0.457G 0.07062 0.06863 0.0608 0.2001 73 416: 12%|#1 | 6/51 [00:00<00:03, 13.51it/s]
24/99 0.457G 0.07009 0.067 0.06064 0.1977 43 416: 12%|#1 | 6/51 [00:00<00:03, 13.51it/s]
24/99 0.457G 0.07009 0.067 0.06064 0.1977 43 416: 16%|#5 | 8/51 [00:00<00:03, 13.93it/s]
24/99 0.457G 0.06929 0.06454 0.06056 0.1944 29 416: 16%|#5 | 8/51 [00:00<00:03, 13.93it/s]
24/99 0.457G 0.06867 0.07002 0.06064 0.1993 133 416: 16%|#5 | 8/51 [00:00<00:03, 13.93it/s]
24/99 0.457G 0.06867 0.07002 0.06064 0.1993 133 416: 20%|#9 | 10/51 [00:00<00:03, 12.48it/s]
24/99 0.457G 0.06867 0.06925 0.06066 0.1986 79 416: 20%|#9 | 10/51 [00:00<00:03, 12.48it/s]
24/99 0.457G 0.068 0.07048 0.06052 0.199 74 416: 20%|#9 | 10/51 [00:00<00:03, 12.48it/s]
24/99 0.457G 0.068 0.07048 0.06052 0.199 74 416: 24%|##3 | 12/51 [00:00<00:03, 11.78it/s]
24/99 0.457G 0.0679 0.0719 0.06048 0.2003 120 416: 24%|##3 | 12/51 [00:01<00:03, 11.78it/s]
24/99 0.457G 0.06783 0.07385 0.06052 0.2022 128 416: 24%|##3 | 12/51 [00:01<00:03, 11.78it/s]
24/99 0.457G 0.06783 0.07385 0.06052 0.2022 128 416: 27%|##7 | 14/51 [00:01<00:03, 10.80it/s]
24/99 0.457G 0.06781 0.07462 0.06049 0.2029 110 416: 27%|##7 | 14/51 [00:01<00:03, 10.80it/s]
24/99 0.457G 0.06722 0.07398 0.06046 0.2017 70 416: 27%|##7 | 14/51 [00:01<00:03, 10.80it/s]
24/99 0.457G 0.06722 0.07398 0.06046 0.2017 70 416: 31%|###1 | 16/51 [00:01<00:03, 11.04it/s]
24/99 0.457G 0.06561 0.07574 0.05924 0.2006 127 416: 31%|###1 | 16/51 [00:01<00:03, 11.04it/s]
24/99 0.457G 0.06507 0.07558 0.05921 0.1999 81 416: 31%|###1 | 16/51 [00:01<00:03, 11.04it/s]
24/99 0.457G 0.06507 0.07558 0.05921 0.1999 81 416: 35%|###5 | 18/51 [00:01<00:02, 11.86it/s]
24/99 0.457G 0.06468 0.07451 0.05928 0.1985 56 416: 35%|###5 | 18/51 [00:01<00:02, 11.86it/s]
24/99 0.457G 0.06456 0.0761 0.05936 0.2 113 416: 35%|###5 | 18/51 [00:01<00:02, 11.86it/s]
24/99 0.457G 0.06456 0.0761 0.05936 0.2 113 416: 39%|###9 | 20/51 [00:01<00:02, 12.49it/s]
24/99 0.457G 0.06429 0.07505 0.0594 0.1987 48 416: 39%|###9 | 20/51 [00:01<00:02, 12.49it/s]
24/99 0.457G 0.06404 0.0745 0.05951 0.198 70 416: 39%|###9 | 20/51 [00:01<00:02, 12.49it/s]
24/99 0.457G 0.06404 0.0745 0.05951 0.198 70 416: 43%|####3 | 22/51 [00:01<00:02, 12.53it/s]
24/99 0.457G 0.064 0.07448 0.05955 0.198 73 416: 43%|####3 | 22/51 [00:01<00:02, 12.53it/s]
24/99 0.457G 0.06405 0.07602 0.05963 0.1997 122 416: 43%|####3 | 22/51 [00:01<00:02, 12.53it/s]
24/99 0.457G 0.06405 0.07602 0.05963 0.1997 122 416: 47%|####7 | 24/51 [00:01<00:02, 12.99it/s]
24/99 0.457G 0.06408 0.07719 0.05965 0.2009 89 416: 47%|####7 | 24/51 [00:02<00:02, 12.99it/s]
24/99 0.457G 0.06321 0.0757 0.05902 0.1979 28 416: 47%|####7 | 24/51 [00:02<00:02, 12.99it/s]
24/99 0.457G 0.06321 0.0757 0.05902 0.1979 28 416: 51%|##### | 26/51 [00:02<00:01, 12.53it/s]
24/99 0.457G 0.0628 0.07461 0.05828 0.1957 51 416: 51%|##### | 26/51 [00:02<00:01, 12.53it/s]
24/99 0.457G 0.06267 0.07402 0.05834 0.195 47 416: 51%|##### | 26/51 [00:02<00:01, 12.53it/s]
24/99 0.457G 0.06267 0.07402 0.05834 0.195 47 416: 55%|#####4 | 28/51 [00:02<00:01, 12.99it/s]
24/99 0.457G 0.06279 0.07457 0.05844 0.1958 88 416: 55%|#####4 | 28/51 [00:02<00:01, 12.99it/s]
24/99 0.457G 0.06272 0.07498 0.05847 0.1962 76 416: 55%|#####4 | 28/51 [00:02<00:01, 12.99it/s]
24/99 0.457G 0.06272 0.07498 0.05847 0.1962 76 416: 59%|#####8 | 30/51 [00:02<00:01, 13.31it/s]
24/99 0.457G 0.06276 0.07407 0.05847 0.1953 31 416: 59%|#####8 | 30/51 [00:02<00:01, 13.31it/s]
24/99 0.457G 0.06264 0.07395 0.05847 0.1951 79 416: 59%|#####8 | 30/51 [00:02<00:01, 13.31it/s]
24/99 0.457G 0.06264 0.07395 0.05847 0.1951 79 416: 63%|######2 | 32/51 [00:02<00:01, 13.56it/s]
24/99 0.457G 0.0627 0.07304 0.05832 0.1941 41 416: 63%|######2 | 32/51 [00:02<00:01, 13.56it/s]
24/99 0.457G 0.0628 0.07366 0.05837 0.1948 95 416: 63%|######2 | 32/51 [00:02<00:01, 13.56it/s]
24/99 0.457G 0.0628 0.07366 0.05837 0.1948 95 416: 67%|######6 | 34/51 [00:02<00:01, 13.30it/s]
24/99 0.457G 0.06258 0.07272 0.0584 0.1937 24 416: 67%|######6 | 34/51 [00:02<00:01, 13.30it/s]
24/99 0.457G 0.06265 0.0725 0.05844 0.1936 54 416: 67%|######6 | 34/51 [00:02<00:01, 13.30it/s]
24/99 0.457G 0.06265 0.0725 0.05844 0.1936 54 416: 71%|####### | 36/51 [00:02<00:01, 13.56it/s]
24/99 0.457G 0.0626 0.07279 0.05849 0.1939 95 416: 71%|####### | 36/51 [00:02<00:01, 13.56it/s]
24/99 0.457G 0.06268 0.07305 0.05854 0.1943 94 416: 71%|####### | 36/51 [00:02<00:01, 13.56it/s]
24/99 0.457G 0.06268 0.07305 0.05854 0.1943 94 416: 75%|#######4 | 38/51 [00:02<00:00, 13.73it/s]
24/99 0.457G 0.06268 0.07275 0.05866 0.1941 43 416: 75%|#######4 | 38/51 [00:03<00:00, 13.73it/s]
24/99 0.457G 0.06259 0.07258 0.0587 0.1939 59 416: 75%|#######4 | 38/51 [00:03<00:00, 13.73it/s]
24/99 0.457G 0.06259 0.07258 0.0587 0.1939 59 416: 78%|#######8 | 40/51 [00:03<00:00, 13.43it/s]
24/99 0.457G 0.0622 0.07272 0.05825 0.1932 116 416: 78%|#######8 | 40/51 [00:03<00:00, 13.43it/s]
24/99 0.457G 0.06258 0.07248 0.05824 0.1933 94 416: 78%|#######8 | 40/51 [00:03<00:00, 13.43it/s]
24/99 0.457G 0.06258 0.07248 0.05824 0.1933 94 416: 82%|########2 | 42/51 [00:03<00:00, 12.81it/s]
24/99 0.457G 0.06251 0.07218 0.05826 0.1929 54 416: 82%|########2 | 42/51 [00:03<00:00, 12.81it/s]
24/99 0.457G 0.06277 0.07303 0.05832 0.1941 150 416: 82%|########2 | 42/51 [00:03<00:00, 12.81it/s]
24/99 0.457G 0.06277 0.07303 0.05832 0.1941 150 416: 86%|########6 | 44/51 [00:03<00:00, 12.84it/s]
24/99 0.457G 0.06281 0.07319 0.05836 0.1944 88 416: 86%|########6 | 44/51 [00:03<00:00, 12.84it/s]
24/99 0.457G 0.0629 0.07234 0.05846 0.1937 23 416: 86%|########6 | 44/51 [00:03<00:00, 12.84it/s]
24/99 0.457G 0.0629 0.07234 0.05846 0.1937 23 416: 90%|######### | 46/51 [00:03<00:00, 13.16it/s]
24/99 0.457G 0.06295 0.07202 0.05847 0.1934 62 416: 90%|######### | 46/51 [00:03<00:00, 13.16it/s]
24/99 0.457G 0.0629 0.07196 0.05846 0.1933 76 416: 90%|######### | 46/51 [00:03<00:00, 13.16it/s]
24/99 0.457G 0.0629 0.07196 0.05846 0.1933 76 416: 94%|#########4| 48/51 [00:03<00:00, 13.45it/s]
24/99 0.457G 0.0629 0.07143 0.05806 0.1924 57 416: 94%|#########4| 48/51 [00:03<00:00, 13.45it/s]
24/99 0.457G 0.06302 0.07112 0.05804 0.1922 61 416: 94%|#########4| 48/51 [00:03<00:00, 13.45it/s]
24/99 0.457G 0.06302 0.07112 0.05804 0.1922 61 416: 98%|#########8| 50/51 [00:03<00:00, 13.61it/s]
24/99 0.457G 0.06318 0.07018 0.05791 0.1913 1 416: 98%|#########8| 50/51 [00:03<00:00, 13.61it/s]
24/99 0.457G 0.06318 0.07018 0.05791 0.1913 1 416: 100%|##########| 51/51 [00:03<00:00, 12.91it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.84it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.87it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
25/99 0.457G 0.06597 0.04299 0.05493 0.1639 48 416: 0%| | 0/51 [00:00<?, ?it/s]
25/99 0.457G 0.06181 0.06786 0.05705 0.1867 91 416: 0%| | 0/51 [00:00<?, ?it/s]
25/99 0.457G 0.06181 0.06786 0.05705 0.1867 91 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
25/99 0.457G 0.06312 0.06575 0.0583 0.1872 58 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
25/99 0.457G 0.06375 0.06669 0.05858 0.189 69 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
25/99 0.457G 0.06375 0.06669 0.05858 0.189 69 416: 8%|7 | 4/51 [00:00<00:03, 13.29it/s]
25/99 0.457G 0.06252 0.07452 0.0588 0.1958 120 416: 8%|7 | 4/51 [00:00<00:03, 13.29it/s]
25/99 0.457G 0.06201 0.07097 0.05915 0.1921 47 416: 8%|7 | 4/51 [00:00<00:03, 13.29it/s]
25/99 0.457G 0.06201 0.07097 0.05915 0.1921 47 416: 12%|#1 | 6/51 [00:00<00:03, 12.16it/s]
25/99 0.457G 0.06154 0.06514 0.05913 0.1858 18 416: 12%|#1 | 6/51 [00:00<00:03, 12.16it/s]
25/99 0.457G 0.06117 0.06349 0.05918 0.1838 50 416: 12%|#1 | 6/51 [00:00<00:03, 12.16it/s]
25/99 0.457G 0.06117 0.06349 0.05918 0.1838 50 416: 16%|#5 | 8/51 [00:00<00:03, 12.89it/s]
25/99 0.457G 0.06195 0.06414 0.05938 0.1855 73 416: 16%|#5 | 8/51 [00:00<00:03, 12.89it/s]
25/99 0.457G 0.06189 0.06631 0.05955 0.1878 74 416: 16%|#5 | 8/51 [00:00<00:03, 12.89it/s]
25/99 0.457G 0.06189 0.06631 0.05955 0.1878 74 416: 20%|#9 | 10/51 [00:00<00:03, 12.83it/s]
25/99 0.457G 0.06149 0.06388 0.05971 0.1851 30 416: 20%|#9 | 10/51 [00:00<00:03, 12.83it/s]
25/99 0.457G 0.06115 0.06268 0.05967 0.1835 40 416: 20%|#9 | 10/51 [00:00<00:03, 12.83it/s]
25/99 0.457G 0.06115 0.06268 0.05967 0.1835 40 416: 24%|##3 | 12/51 [00:00<00:02, 13.21it/s]
25/99 0.457G 0.06091 0.06103 0.05948 0.1814 40 416: 24%|##3 | 12/51 [00:00<00:02, 13.21it/s]
25/99 0.457G 0.06156 0.06306 0.05959 0.1842 100 416: 24%|##3 | 12/51 [00:01<00:02, 13.21it/s]
25/99 0.457G 0.06156 0.06306 0.05959 0.1842 100 416: 27%|##7 | 14/51 [00:01<00:02, 13.05it/s]
25/99 0.457G 0.0616 0.06289 0.05953 0.184 43 416: 27%|##7 | 14/51 [00:01<00:02, 13.05it/s]
25/99 0.457G 0.06218 0.0645 0.05959 0.1863 102 416: 27%|##7 | 14/51 [00:01<00:02, 13.05it/s]
25/99 0.457G 0.06218 0.0645 0.05959 0.1863 102 416: 31%|###1 | 16/51 [00:01<00:02, 13.41it/s]
25/99 0.457G 0.06158 0.06346 0.05841 0.1834 55 416: 31%|###1 | 16/51 [00:01<00:02, 13.41it/s]
25/99 0.457G 0.0617 0.06587 0.05849 0.1861 89 416: 31%|###1 | 16/51 [00:01<00:02, 13.41it/s]
25/99 0.457G 0.0617 0.06587 0.05849 0.1861 89 416: 35%|###5 | 18/51 [00:01<00:02, 13.28it/s]
25/99 0.457G 0.06342 0.06677 0.0586 0.1888 125 416: 35%|###5 | 18/51 [00:01<00:02, 13.28it/s]
25/99 0.457G 0.06341 0.0685 0.0587 0.1906 100 416: 35%|###5 | 18/51 [00:01<00:02, 13.28it/s]
25/99 0.457G 0.06341 0.0685 0.0587 0.1906 100 416: 39%|###9 | 20/51 [00:01<00:02, 13.45it/s]
25/99 0.457G 0.06351 0.06799 0.05873 0.1902 74 416: 39%|###9 | 20/51 [00:01<00:02, 13.45it/s]
25/99 0.457G 0.06331 0.06907 0.05877 0.1912 93 416: 39%|###9 | 20/51 [00:01<00:02, 13.45it/s]
25/99 0.457G 0.06331 0.06907 0.05877 0.1912 93 416: 43%|####3 | 22/51 [00:01<00:02, 12.82it/s]
25/99 0.457G 0.06316 0.06866 0.05887 0.1907 70 416: 43%|####3 | 22/51 [00:01<00:02, 12.82it/s]
25/99 0.457G 0.06303 0.06741 0.05895 0.1894 28 416: 43%|####3 | 22/51 [00:01<00:02, 12.82it/s]
25/99 0.457G 0.06303 0.06741 0.05895 0.1894 28 416: 47%|####7 | 24/51 [00:01<00:02, 13.20it/s]
25/99 0.457G 0.06284 0.06798 0.05901 0.1898 97 416: 47%|####7 | 24/51 [00:01<00:02, 13.20it/s]
25/99 0.457G 0.06299 0.06861 0.05904 0.1907 101 416: 47%|####7 | 24/51 [00:01<00:02, 13.20it/s]
25/99 0.457G 0.06299 0.06861 0.05904 0.1907 101 416: 51%|##### | 26/51 [00:01<00:01, 13.43it/s]
25/99 0.457G 0.0624 0.06848 0.05833 0.1892 85 416: 51%|##### | 26/51 [00:02<00:01, 13.43it/s]
25/99 0.457G 0.06236 0.06907 0.05846 0.1899 101 416: 51%|##### | 26/51 [00:02<00:01, 13.43it/s]
25/99 0.457G 0.06236 0.06907 0.05846 0.1899 101 416: 55%|#####4 | 28/51 [00:02<00:01, 13.68it/s]
25/99 0.457G 0.06233 0.06918 0.05856 0.1901 75 416: 55%|#####4 | 28/51 [00:02<00:01, 13.68it/s]
25/99 0.457G 0.0623 0.07026 0.0584 0.191 119 416: 55%|#####4 | 28/51 [00:02<00:01, 13.68it/s]
25/99 0.457G 0.0623 0.07026 0.0584 0.191 119 416: 59%|#####8 | 30/51 [00:02<00:01, 13.83it/s]
25/99 0.457G 0.06217 0.07058 0.0585 0.1912 94 416: 59%|#####8 | 30/51 [00:02<00:01, 13.83it/s]
25/99 0.457G 0.06208 0.07062 0.05853 0.1912 60 416: 59%|#####8 | 30/51 [00:02<00:01, 13.83it/s]
25/99 0.457G 0.06208 0.07062 0.05853 0.1912 60 416: 63%|######2 | 32/51 [00:02<00:01, 13.48it/s]
25/99 0.457G 0.06204 0.07074 0.05854 0.1913 74 416: 63%|######2 | 32/51 [00:02<00:01, 13.48it/s]
25/99 0.457G 0.06186 0.07074 0.05854 0.1911 81 416: 63%|######2 | 32/51 [00:02<00:01, 13.48it/s]
25/99 0.457G 0.06186 0.07074 0.05854 0.1911 81 416: 67%|######6 | 34/51 [00:02<00:01, 13.68it/s]
25/99 0.457G 0.06185 0.07152 0.05856 0.1919 93 416: 67%|######6 | 34/51 [00:02<00:01, 13.68it/s]
25/99 0.457G 0.06218 0.07155 0.05855 0.1923 115 416: 67%|######6 | 34/51 [00:02<00:01, 13.68it/s]
25/99 0.457G 0.06218 0.07155 0.05855 0.1923 115 416: 71%|####### | 36/51 [00:02<00:01, 13.38it/s]
25/99 0.457G 0.06213 0.07095 0.05866 0.1917 35 416: 71%|####### | 36/51 [00:02<00:01, 13.38it/s]
25/99 0.457G 0.06204 0.07069 0.0587 0.1914 56 416: 71%|####### | 36/51 [00:02<00:01, 13.38it/s]
25/99 0.457G 0.06204 0.07069 0.0587 0.1914 56 416: 75%|#######4 | 38/51 [00:02<00:01, 12.79it/s]
25/99 0.457G 0.06224 0.07124 0.05869 0.1922 115 416: 75%|#######4 | 38/51 [00:02<00:01, 12.79it/s]
25/99 0.457G 0.06205 0.07083 0.0582 0.1911 56 416: 75%|#######4 | 38/51 [00:03<00:01, 12.79it/s]
25/99 0.457G 0.06205 0.07083 0.0582 0.1911 56 416: 78%|#######8 | 40/51 [00:03<00:00, 13.18it/s]
25/99 0.457G 0.0623 0.07081 0.05821 0.1913 87 416: 78%|#######8 | 40/51 [00:03<00:00, 13.18it/s]
25/99 0.457G 0.0623 0.0703 0.05818 0.1908 32 416: 78%|#######8 | 40/51 [00:03<00:00, 13.18it/s]
25/99 0.457G 0.0623 0.0703 0.05818 0.1908 32 416: 82%|########2 | 42/51 [00:03<00:00, 13.46it/s]
25/99 0.457G 0.06219 0.07091 0.0582 0.1913 97 416: 82%|########2 | 42/51 [00:03<00:00, 13.46it/s]
25/99 0.457G 0.0623 0.07131 0.05823 0.1918 86 416: 82%|########2 | 42/51 [00:03<00:00, 13.46it/s]
25/99 0.457G 0.0623 0.07131 0.05823 0.1918 86 416: 86%|########6 | 44/51 [00:03<00:00, 13.66it/s]
25/99 0.457G 0.06249 0.0712 0.05826 0.1919 73 416: 86%|########6 | 44/51 [00:03<00:00, 13.66it/s]
25/99 0.457G 0.06272 0.07064 0.05833 0.1917 40 416: 86%|########6 | 44/51 [00:03<00:00, 13.66it/s]
25/99 0.457G 0.06272 0.07064 0.05833 0.1917 40 416: 90%|######### | 46/51 [00:03<00:00, 13.38it/s]
25/99 0.457G 0.06293 0.07072 0.05829 0.1919 88 416: 90%|######### | 46/51 [00:03<00:00, 13.38it/s]
25/99 0.457G 0.06277 0.07093 0.05832 0.192 62 416: 90%|######### | 46/51 [00:03<00:00, 13.38it/s]
25/99 0.457G 0.06277 0.07093 0.05832 0.192 62 416: 94%|#########4| 48/51 [00:03<00:00, 13.60it/s]
25/99 0.457G 0.06288 0.07081 0.05844 0.1921 70 416: 94%|#########4| 48/51 [00:03<00:00, 13.60it/s]
25/99 0.457G 0.06286 0.07073 0.05846 0.192 68 416: 94%|#########4| 48/51 [00:03<00:00, 13.60it/s]
25/99 0.457G 0.06286 0.07073 0.05846 0.192 68 416: 98%|#########8| 50/51 [00:03<00:00, 13.77it/s]
25/99 0.457G 0.06265 0.07053 0.05847 0.1916 9 416: 98%|#########8| 50/51 [00:03<00:00, 13.77it/s]
25/99 0.457G 0.06265 0.07053 0.05847 0.1916 9 416: 100%|##########| 51/51 [00:03<00:00, 13.40it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.99it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.04it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.83it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 10.74it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.10it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
26/99 0.457G 0.06435 0.04762 0.059 0.171 34 416: 0%| | 0/51 [00:00<?, ?it/s]
26/99 0.457G 0.07917 0.06047 0.0556 0.1952 114 416: 0%| | 0/51 [00:00<?, ?it/s]
26/99 0.457G 0.07917 0.06047 0.0556 0.1952 114 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
26/99 0.457G 0.07317 0.05951 0.05683 0.1895 35 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
26/99 0.457G 0.07087 0.06051 0.0575 0.1889 53 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
26/99 0.457G 0.07087 0.06051 0.0575 0.1889 53 416: 8%|7 | 4/51 [00:00<00:03, 12.04it/s]
26/99 0.457G 0.07208 0.05866 0.05749 0.1882 54 416: 8%|7 | 4/51 [00:00<00:03, 12.04it/s]
26/99 0.457G 0.07294 0.05988 0.05762 0.1904 81 416: 8%|7 | 4/51 [00:00<00:03, 12.04it/s]
26/99 0.457G 0.07294 0.05988 0.05762 0.1904 81 416: 12%|#1 | 6/51 [00:00<00:03, 13.09it/s]
26/99 0.457G 0.07149 0.06067 0.05714 0.1893 74 416: 12%|#1 | 6/51 [00:00<00:03, 13.09it/s]
26/99 0.457G 0.07119 0.06145 0.05751 0.1902 67 416: 12%|#1 | 6/51 [00:00<00:03, 13.09it/s]
26/99 0.457G 0.07119 0.06145 0.05751 0.1902 67 416: 16%|#5 | 8/51 [00:00<00:03, 12.45it/s]
26/99 0.457G 0.07139 0.06108 0.05774 0.1902 59 416: 16%|#5 | 8/51 [00:00<00:03, 12.45it/s]
26/99 0.457G 0.07093 0.06225 0.05801 0.1912 74 416: 16%|#5 | 8/51 [00:00<00:03, 12.45it/s]
26/99 0.457G 0.07093 0.06225 0.05801 0.1912 74 416: 20%|#9 | 10/51 [00:00<00:03, 12.52it/s]
26/99 0.457G 0.07021 0.06089 0.05809 0.1892 34 416: 20%|#9 | 10/51 [00:00<00:03, 12.52it/s]
26/99 0.457G 0.07011 0.06088 0.05837 0.1894 54 416: 20%|#9 | 10/51 [00:00<00:03, 12.52it/s]
26/99 0.457G 0.07011 0.06088 0.05837 0.1894 54 416: 24%|##3 | 12/51 [00:00<00:02, 13.07it/s]
26/99 0.457G 0.06936 0.06024 0.05846 0.1881 30 416: 24%|##3 | 12/51 [00:01<00:02, 13.07it/s]
26/99 0.457G 0.06887 0.05888 0.05861 0.1864 25 416: 24%|##3 | 12/51 [00:01<00:02, 13.07it/s]
26/99 0.457G 0.06887 0.05888 0.05861 0.1864 25 416: 27%|##7 | 14/51 [00:01<00:02, 12.98it/s]
26/99 0.457G 0.06827 0.05819 0.05863 0.1851 36 416: 27%|##7 | 14/51 [00:01<00:02, 12.98it/s]
26/99 0.457G 0.06883 0.05988 0.05882 0.1875 114 416: 27%|##7 | 14/51 [00:01<00:02, 12.98it/s]
26/99 0.457G 0.06883 0.05988 0.05882 0.1875 114 416: 31%|###1 | 16/51 [00:01<00:02, 13.09it/s]
26/99 0.457G 0.0674 0.06262 0.05765 0.1877 137 416: 31%|###1 | 16/51 [00:01<00:02, 13.09it/s]
26/99 0.457G 0.06723 0.06339 0.05776 0.1884 68 416: 31%|###1 | 16/51 [00:01<00:02, 13.09it/s]
26/99 0.457G 0.06723 0.06339 0.05776 0.1884 68 416: 35%|###5 | 18/51 [00:01<00:02, 13.66it/s]
26/99 0.457G 0.06737 0.06386 0.0579 0.1891 85 416: 35%|###5 | 18/51 [00:01<00:02, 13.66it/s]
26/99 0.457G 0.06709 0.06361 0.05804 0.1887 60 416: 35%|###5 | 18/51 [00:01<00:02, 13.66it/s]
26/99 0.457G 0.06709 0.06361 0.05804 0.1887 60 416: 39%|###9 | 20/51 [00:01<00:02, 12.55it/s]
26/99 0.457G 0.06668 0.06358 0.05806 0.1883 59 416: 39%|###9 | 20/51 [00:01<00:02, 12.55it/s]
26/99 0.457G 0.06631 0.06319 0.0581 0.1876 59 416: 39%|###9 | 20/51 [00:01<00:02, 12.55it/s]
26/99 0.457G 0.06631 0.06319 0.0581 0.1876 59 416: 43%|####3 | 22/51 [00:01<00:02, 13.00it/s]
26/99 0.457G 0.06613 0.06341 0.05815 0.1877 73 416: 43%|####3 | 22/51 [00:01<00:02, 13.00it/s]
26/99 0.457G 0.06645 0.06339 0.0582 0.188 82 416: 43%|####3 | 22/51 [00:01<00:02, 13.00it/s]
26/99 0.457G 0.06645 0.06339 0.0582 0.188 82 416: 47%|####7 | 24/51 [00:01<00:02, 12.93it/s]
26/99 0.457G 0.06636 0.06314 0.0583 0.1878 47 416: 47%|####7 | 24/51 [00:01<00:02, 12.93it/s]
26/99 0.457G 0.06594 0.06318 0.05836 0.1875 62 416: 47%|####7 | 24/51 [00:02<00:02, 12.93it/s]
26/99 0.457G 0.06594 0.06318 0.05836 0.1875 62 416: 51%|##### | 26/51 [00:02<00:01, 13.15it/s]
26/99 0.457G 0.06522 0.0627 0.05766 0.1856 65 416: 51%|##### | 26/51 [00:02<00:01, 13.15it/s]
26/99 0.457G 0.06532 0.06321 0.05777 0.1863 83 416: 51%|##### | 26/51 [00:02<00:01, 13.15it/s]
26/99 0.457G 0.06532 0.06321 0.05777 0.1863 83 416: 55%|#####4 | 28/51 [00:02<00:01, 13.45it/s]
26/99 0.457G 0.06536 0.06415 0.05784 0.1873 102 416: 55%|#####4 | 28/51 [00:02<00:01, 13.45it/s]
26/99 0.457G 0.06509 0.06476 0.05787 0.1877 80 416: 55%|#####4 | 28/51 [00:02<00:01, 13.45it/s]
26/99 0.457G 0.06509 0.06476 0.05787 0.1877 80 416: 59%|#####8 | 30/51 [00:02<00:01, 13.41it/s]
26/99 0.457G 0.06509 0.06412 0.05789 0.1871 40 416: 59%|#####8 | 30/51 [00:02<00:01, 13.41it/s]
26/99 0.457G 0.06526 0.0642 0.05795 0.1874 55 416: 59%|#####8 | 30/51 [00:02<00:01, 13.41it/s]
26/99 0.457G 0.06526 0.0642 0.05795 0.1874 55 416: 63%|######2 | 32/51 [00:02<00:01, 13.44it/s]
26/99 0.457G 0.06509 0.06365 0.05801 0.1868 36 416: 63%|######2 | 32/51 [00:02<00:01, 13.44it/s]
26/99 0.457G 0.06513 0.06362 0.05801 0.1867 66 416: 63%|######2 | 32/51 [00:02<00:01, 13.44it/s]
26/99 0.457G 0.06513 0.06362 0.05801 0.1867 66 416: 67%|######6 | 34/51 [00:02<00:01, 13.66it/s]
26/99 0.457G 0.06446 0.06366 0.05749 0.1856 78 416: 67%|######6 | 34/51 [00:02<00:01, 13.66it/s]
26/99 0.457G 0.06412 0.06387 0.05753 0.1855 64 416: 67%|######6 | 34/51 [00:02<00:01, 13.66it/s]
26/99 0.457G 0.06412 0.06387 0.05753 0.1855 64 416: 71%|####### | 36/51 [00:02<00:01, 12.96it/s]
26/99 0.457G 0.06394 0.06498 0.05759 0.1865 98 416: 71%|####### | 36/51 [00:02<00:01, 12.96it/s]
26/99 0.457G 0.06374 0.06447 0.0576 0.1858 41 416: 71%|####### | 36/51 [00:02<00:01, 12.96it/s]
26/99 0.457G 0.06374 0.06447 0.0576 0.1858 41 416: 75%|#######4 | 38/51 [00:02<00:01, 12.86it/s]
26/99 0.457G 0.06354 0.06464 0.05715 0.1853 108 416: 75%|#######4 | 38/51 [00:02<00:01, 12.86it/s]
26/99 0.457G 0.06345 0.06423 0.05722 0.1849 41 416: 75%|#######4 | 38/51 [00:03<00:01, 12.86it/s]
26/99 0.457G 0.06345 0.06423 0.05722 0.1849 41 416: 78%|#######8 | 40/51 [00:03<00:00, 13.17it/s]
26/99 0.457G 0.06331 0.06464 0.05726 0.1852 75 416: 78%|#######8 | 40/51 [00:03<00:00, 13.17it/s]
26/99 0.457G 0.06307 0.06423 0.05733 0.1846 38 416: 78%|#######8 | 40/51 [00:03<00:00, 13.17it/s]
26/99 0.457G 0.06307 0.06423 0.05733 0.1846 38 416: 82%|########2 | 42/51 [00:03<00:00, 13.45it/s]
26/99 0.457G 0.0628 0.06389 0.05736 0.1841 40 416: 82%|########2 | 42/51 [00:03<00:00, 13.45it/s]
26/99 0.457G 0.06226 0.06355 0.05695 0.1828 58 416: 82%|########2 | 42/51 [00:03<00:00, 13.45it/s]
26/99 0.457G 0.06226 0.06355 0.05695 0.1828 58 416: 86%|########6 | 44/51 [00:03<00:00, 13.66it/s]
26/99 0.457G 0.06219 0.06317 0.05702 0.1824 53 416: 86%|########6 | 44/51 [00:03<00:00, 13.66it/s]
26/99 0.457G 0.06208 0.06297 0.05712 0.1822 34 416: 86%|########6 | 44/51 [00:03<00:00, 13.66it/s]
26/99 0.457G 0.06208 0.06297 0.05712 0.1822 34 416: 90%|######### | 46/51 [00:03<00:00, 13.37it/s]
26/99 0.457G 0.06197 0.0626 0.05715 0.1817 47 416: 90%|######### | 46/51 [00:03<00:00, 13.37it/s]
26/99 0.457G 0.06198 0.06261 0.05722 0.1818 65 416: 90%|######### | 46/51 [00:03<00:00, 13.37it/s]
26/99 0.457G 0.06198 0.06261 0.05722 0.1818 65 416: 94%|#########4| 48/51 [00:03<00:00, 13.60it/s]
26/99 0.457G 0.06201 0.06275 0.05731 0.1821 85 416: 94%|#########4| 48/51 [00:03<00:00, 13.60it/s]
26/99 0.457G 0.06173 0.06226 0.05729 0.1813 30 416: 94%|#########4| 48/51 [00:03<00:00, 13.60it/s]
26/99 0.457G 0.06173 0.06226 0.05729 0.1813 30 416: 98%|#########8| 50/51 [00:03<00:00, 13.29it/s]
26/99 0.457G 0.06142 0.06177 0.05702 0.1802 8 416: 98%|#########8| 50/51 [00:03<00:00, 13.29it/s]
26/99 0.457G 0.06142 0.06177 0.05702 0.1802 8 416: 100%|##########| 51/51 [00:03<00:00, 13.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:02, 2.58it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 25%|##5 | 2/8 [00:00<00:02, 2.90it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:01<00:01, 2.96it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:01<00:01, 2.93it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:01<00:01, 2.98it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:02<00:00, 2.94it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:02<00:00, 2.99it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:02<00:00, 3.78it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:02<00:00, 3.21it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
27/99 0.457G 0.05985 0.04303 0.06023 0.1631 50 416: 0%| | 0/51 [00:00<?, ?it/s]
27/99 0.457G 0.06192 0.06546 0.05925 0.1866 93 416: 0%| | 0/51 [00:00<?, ?it/s]
27/99 0.457G 0.06192 0.06546 0.05925 0.1866 93 416: 4%|3 | 2/51 [00:00<00:04, 11.54it/s]
27/99 0.457G 0.05951 0.05617 0.05912 0.1748 25 416: 4%|3 | 2/51 [00:00<00:04, 11.54it/s]
27/99 0.457G 0.05838 0.064 0.05873 0.1811 108 416: 4%|3 | 2/51 [00:00<00:04, 11.54it/s]
27/99 0.457G 0.05838 0.064 0.05873 0.1811 108 416: 8%|7 | 4/51 [00:00<00:03, 12.89it/s]
27/99 0.457G 0.05777 0.07059 0.05872 0.1871 102 416: 8%|7 | 4/51 [00:00<00:03, 12.89it/s]
27/99 0.457G 0.05814 0.0738 0.059 0.1909 88 416: 8%|7 | 4/51 [00:00<00:03, 12.89it/s]
27/99 0.457G 0.05814 0.0738 0.059 0.1909 88 416: 12%|#1 | 6/51 [00:00<00:03, 12.88it/s]
27/99 0.457G 0.05833 0.07222 0.05883 0.1894 65 416: 12%|#1 | 6/51 [00:00<00:03, 12.88it/s]
27/99 0.457G 0.05803 0.07294 0.05907 0.19 93 416: 12%|#1 | 6/51 [00:00<00:03, 12.88it/s]
27/99 0.457G 0.05803 0.07294 0.05907 0.19 93 416: 16%|#5 | 8/51 [00:00<00:03, 13.22it/s]
27/99 0.457G 0.05796 0.07098 0.05928 0.1882 64 416: 16%|#5 | 8/51 [00:00<00:03, 13.22it/s]
27/99 0.457G 0.05864 0.07177 0.05937 0.1898 86 416: 16%|#5 | 8/51 [00:00<00:03, 13.22it/s]
27/99 0.457G 0.05864 0.07177 0.05937 0.1898 86 416: 20%|#9 | 10/51 [00:00<00:03, 12.70it/s]
27/99 0.457G 0.05839 0.07228 0.05926 0.1899 79 416: 20%|#9 | 10/51 [00:00<00:03, 12.70it/s]
27/99 0.457G 0.05702 0.07089 0.05751 0.1854 68 416: 20%|#9 | 10/51 [00:00<00:03, 12.70it/s]
27/99 0.457G 0.05702 0.07089 0.05751 0.1854 68 416: 24%|##3 | 12/51 [00:00<00:03, 12.71it/s]
27/99 0.457G 0.05755 0.07066 0.0577 0.1859 81 416: 24%|##3 | 12/51 [00:01<00:03, 12.71it/s]
27/99 0.457G 0.05827 0.06856 0.0578 0.1846 26 416: 24%|##3 | 12/51 [00:01<00:03, 12.71it/s]
27/99 0.457G 0.05827 0.06856 0.0578 0.1846 26 416: 27%|##7 | 14/51 [00:01<00:03, 11.50it/s]
27/99 0.457G 0.05798 0.0673 0.05808 0.1834 49 416: 27%|##7 | 14/51 [00:01<00:03, 11.50it/s]
27/99 0.457G 0.05852 0.06915 0.05813 0.1858 92 416: 27%|##7 | 14/51 [00:01<00:03, 11.50it/s]
27/99 0.457G 0.05852 0.06915 0.05813 0.1858 92 416: 31%|###1 | 16/51 [00:01<00:03, 10.90it/s]
27/99 0.457G 0.05862 0.06931 0.05824 0.1862 65 416: 31%|###1 | 16/51 [00:01<00:03, 10.90it/s]
27/99 0.457G 0.05893 0.06937 0.05823 0.1865 64 416: 31%|###1 | 16/51 [00:01<00:03, 10.90it/s]
27/99 0.457G 0.05893 0.06937 0.05823 0.1865 64 416: 35%|###5 | 18/51 [00:01<00:02, 11.42it/s]
27/99 0.457G 0.0596 0.06886 0.05827 0.1867 61 416: 35%|###5 | 18/51 [00:01<00:02, 11.42it/s]
27/99 0.457G 0.06016 0.07157 0.05835 0.1901 155 416: 35%|###5 | 18/51 [00:01<00:02, 11.42it/s]
27/99 0.457G 0.06016 0.07157 0.05835 0.1901 155 416: 39%|###9 | 20/51 [00:01<00:02, 12.12it/s]
27/99 0.457G 0.06023 0.07107 0.05836 0.1897 49 416: 39%|###9 | 20/51 [00:01<00:02, 12.12it/s]
27/99 0.457G 0.06088 0.06928 0.05759 0.1877 15 416: 39%|###9 | 20/51 [00:01<00:02, 12.12it/s]
27/99 0.457G 0.06088 0.06928 0.05759 0.1877 15 416: 43%|####3 | 22/51 [00:01<00:02, 12.31it/s]
27/99 0.457G 0.0611 0.06812 0.05768 0.1869 28 416: 43%|####3 | 22/51 [00:01<00:02, 12.31it/s]
27/99 0.457G 0.06134 0.06828 0.05776 0.1874 82 416: 43%|####3 | 22/51 [00:01<00:02, 12.31it/s]
27/99 0.457G 0.06134 0.06828 0.05776 0.1874 82 416: 47%|####7 | 24/51 [00:01<00:02, 12.83it/s]
27/99 0.457G 0.06144 0.06833 0.05788 0.1877 71 416: 47%|####7 | 24/51 [00:02<00:02, 12.83it/s]
27/99 0.457G 0.06147 0.06848 0.05786 0.1878 73 416: 47%|####7 | 24/51 [00:02<00:02, 12.83it/s]
27/99 0.457G 0.06147 0.06848 0.05786 0.1878 73 416: 51%|##### | 26/51 [00:02<00:01, 12.78it/s]
27/99 0.457G 0.0621 0.06872 0.05779 0.1886 90 416: 51%|##### | 26/51 [00:02<00:01, 12.78it/s]
27/99 0.457G 0.06279 0.06891 0.05785 0.1896 95 416: 51%|##### | 26/51 [00:02<00:01, 12.78it/s]
27/99 0.457G 0.06279 0.06891 0.05785 0.1896 95 416: 55%|#####4 | 28/51 [00:02<00:01, 13.16it/s]
27/99 0.457G 0.06337 0.06894 0.05775 0.1901 92 416: 55%|#####4 | 28/51 [00:02<00:01, 13.16it/s]
27/99 0.457G 0.06459 0.06829 0.05804 0.1909 50 416: 55%|#####4 | 28/51 [00:02<00:01, 13.16it/s]
27/99 0.457G 0.06459 0.06829 0.05804 0.1909 50 416: 59%|#####8 | 30/51 [00:02<00:01, 13.45it/s]
27/99 0.457G 0.06471 0.06814 0.05813 0.191 64 416: 59%|#####8 | 30/51 [00:02<00:01, 13.45it/s]
27/99 0.457G 0.06539 0.06793 0.05835 0.1917 75 416: 59%|#####8 | 30/51 [00:02<00:01, 13.45it/s]
27/99 0.457G 0.06539 0.06793 0.05835 0.1917 75 416: 63%|######2 | 32/51 [00:02<00:01, 12.45it/s]
27/99 0.457G 0.0653 0.0677 0.05835 0.1913 56 416: 63%|######2 | 32/51 [00:02<00:01, 12.45it/s]
27/99 0.457G 0.06542 0.06871 0.0583 0.1924 114 416: 63%|######2 | 32/51 [00:02<00:01, 12.45it/s]
27/99 0.457G 0.06542 0.06871 0.0583 0.1924 114 416: 67%|######6 | 34/51 [00:02<00:01, 12.91it/s]
27/99 0.457G 0.06554 0.06738 0.05823 0.1911 10 416: 67%|######6 | 34/51 [00:02<00:01, 12.91it/s]
27/99 0.457G 0.06565 0.06729 0.05822 0.1912 81 416: 67%|######6 | 34/51 [00:02<00:01, 12.91it/s]
27/99 0.457G 0.06565 0.06729 0.05822 0.1912 81 416: 71%|####### | 36/51 [00:02<00:01, 12.87it/s]
27/99 0.457G 0.06569 0.06778 0.05827 0.1917 81 416: 71%|####### | 36/51 [00:02<00:01, 12.87it/s]
27/99 0.457G 0.0655 0.06836 0.05826 0.1921 92 416: 71%|####### | 36/51 [00:03<00:01, 12.87it/s]
27/99 0.457G 0.0655 0.06836 0.05826 0.1921 92 416: 75%|#######4 | 38/51 [00:03<00:00, 13.17it/s]
27/99 0.457G 0.06554 0.06798 0.05844 0.192 56 416: 75%|#######4 | 38/51 [00:03<00:00, 13.17it/s]
27/99 0.457G 0.06542 0.06681 0.05854 0.1908 12 416: 75%|#######4 | 38/51 [00:03<00:00, 13.17it/s]
27/99 0.457G 0.06542 0.06681 0.05854 0.1908 12 416: 78%|#######8 | 40/51 [00:03<00:00, 13.59it/s]
27/99 0.457G 0.06493 0.06645 0.05809 0.1895 67 416: 78%|#######8 | 40/51 [00:03<00:00, 13.59it/s]
27/99 0.457G 0.0648 0.0671 0.05806 0.19 89 416: 78%|#######8 | 40/51 [00:03<00:00, 13.59it/s]
27/99 0.457G 0.0648 0.0671 0.05806 0.19 89 416: 82%|########2 | 42/51 [00:03<00:00, 13.67it/s]
27/99 0.457G 0.06482 0.06704 0.05808 0.1899 54 416: 82%|########2 | 42/51 [00:03<00:00, 13.67it/s]
27/99 0.457G 0.06486 0.06631 0.0581 0.1893 26 416: 82%|########2 | 42/51 [00:03<00:00, 13.67it/s]
27/99 0.457G 0.06486 0.06631 0.0581 0.1893 26 416: 86%|########6 | 44/51 [00:03<00:00, 12.97it/s]
27/99 0.457G 0.06501 0.06694 0.05814 0.1901 71 416: 86%|########6 | 44/51 [00:03<00:00, 12.97it/s]
27/99 0.457G 0.06527 0.06671 0.0582 0.1902 66 416: 86%|########6 | 44/51 [00:03<00:00, 12.97it/s]
27/99 0.457G 0.06527 0.06671 0.0582 0.1902 66 416: 90%|######### | 46/51 [00:03<00:00, 13.13it/s]
27/99 0.457G 0.0653 0.06797 0.05826 0.1915 135 416: 90%|######### | 46/51 [00:03<00:00, 13.13it/s]
27/99 0.457G 0.06532 0.06941 0.05825 0.193 131 416: 90%|######### | 46/51 [00:03<00:00, 13.13it/s]
27/99 0.457G 0.06532 0.06941 0.05825 0.193 131 416: 94%|#########4| 48/51 [00:03<00:00, 12.82it/s]
27/99 0.457G 0.06526 0.06976 0.05824 0.1933 95 416: 94%|#########4| 48/51 [00:03<00:00, 12.82it/s]
27/99 0.457G 0.06491 0.0693 0.05814 0.1924 41 416: 94%|#########4| 48/51 [00:03<00:00, 12.82it/s]
27/99 0.457G 0.06491 0.0693 0.05814 0.1924 41 416: 98%|#########8| 50/51 [00:03<00:00, 13.19it/s]
27/99 0.457G 0.06479 0.06939 0.05812 0.1923 21 416: 98%|#########8| 50/51 [00:03<00:00, 13.19it/s]
27/99 0.457G 0.06479 0.06939 0.05812 0.1923 21 416: 100%|##########| 51/51 [00:03<00:00, 12.78it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.88it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.34it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 9.70it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 9.49it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.52it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 10.61it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
28/99 0.457G 0.0621 0.07636 0.0546 0.1931 110 416: 0%| | 0/51 [00:00<?, ?it/s]
28/99 0.457G 0.06132 0.06319 0.05659 0.1811 55 416: 0%| | 0/51 [00:00<?, ?it/s]
28/99 0.457G 0.06132 0.06319 0.05659 0.1811 55 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
28/99 0.457G 0.05451 0.07293 0.05057 0.178 119 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
28/99 0.457G 0.05616 0.06957 0.05228 0.178 46 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
28/99 0.457G 0.05616 0.06957 0.05228 0.178 46 416: 8%|7 | 4/51 [00:00<00:03, 14.16it/s]
28/99 0.457G 0.05636 0.06414 0.05369 0.1742 30 416: 8%|7 | 4/51 [00:00<00:03, 14.16it/s]
28/99 0.457G 0.05732 0.07261 0.05414 0.1841 129 416: 8%|7 | 4/51 [00:00<00:03, 14.16it/s]
28/99 0.457G 0.05732 0.07261 0.05414 0.1841 129 416: 12%|#1 | 6/51 [00:00<00:03, 13.49it/s]
28/99 0.457G 0.05515 0.06499 0.05237 0.1725 8 416: 12%|#1 | 6/51 [00:00<00:03, 13.49it/s]
28/99 0.457G 0.05646 0.07006 0.05345 0.18 142 416: 12%|#1 | 6/51 [00:00<00:03, 13.49it/s]
28/99 0.457G 0.05646 0.07006 0.05345 0.18 142 416: 16%|#5 | 8/51 [00:00<00:03, 13.74it/s]
28/99 0.457G 0.05659 0.07008 0.05397 0.1806 96 416: 16%|#5 | 8/51 [00:00<00:03, 13.74it/s]
28/99 0.457G 0.0564 0.07072 0.05451 0.1816 75 416: 16%|#5 | 8/51 [00:00<00:03, 13.74it/s]
28/99 0.457G 0.0564 0.07072 0.05451 0.1816 75 416: 20%|#9 | 10/51 [00:00<00:03, 12.44it/s]
28/99 0.457G 0.05639 0.07095 0.0549 0.1822 70 416: 20%|#9 | 10/51 [00:00<00:03, 12.44it/s]
28/99 0.457G 0.05614 0.06901 0.05529 0.1804 37 416: 20%|#9 | 10/51 [00:00<00:03, 12.44it/s]
28/99 0.457G 0.05614 0.06901 0.05529 0.1804 37 416: 24%|##3 | 12/51 [00:00<00:03, 12.97it/s]
28/99 0.457G 0.05645 0.0694 0.05556 0.1814 72 416: 24%|##3 | 12/51 [00:01<00:03, 12.97it/s]
28/99 0.457G 0.05623 0.06951 0.0557 0.1814 90 416: 24%|##3 | 12/51 [00:01<00:03, 12.97it/s]
28/99 0.457G 0.05623 0.06951 0.0557 0.1814 90 416: 27%|##7 | 14/51 [00:01<00:02, 12.43it/s]
28/99 0.457G 0.05573 0.06798 0.05583 0.1795 48 416: 27%|##7 | 14/51 [00:01<00:02, 12.43it/s]
28/99 0.457G 0.05604 0.06666 0.05603 0.1787 52 416: 27%|##7 | 14/51 [00:01<00:02, 12.43it/s]
28/99 0.457G 0.05604 0.06666 0.05603 0.1787 52 416: 31%|###1 | 16/51 [00:01<00:02, 12.54it/s]
28/99 0.457G 0.0561 0.06841 0.05616 0.1807 124 416: 31%|###1 | 16/51 [00:01<00:02, 12.54it/s]
28/99 0.457G 0.05646 0.06739 0.05637 0.1802 58 416: 31%|###1 | 16/51 [00:01<00:02, 12.54it/s]
28/99 0.457G 0.05646 0.06739 0.05637 0.1802 58 416: 35%|###5 | 18/51 [00:01<00:02, 13.00it/s]
28/99 0.457G 0.05629 0.066 0.0565 0.1788 44 416: 35%|###5 | 18/51 [00:01<00:02, 13.00it/s]
28/99 0.457G 0.05637 0.0664 0.0565 0.1793 92 416: 35%|###5 | 18/51 [00:01<00:02, 13.00it/s]
28/99 0.457G 0.05637 0.0664 0.0565 0.1793 92 416: 39%|###9 | 20/51 [00:01<00:02, 13.34it/s]
28/99 0.457G 0.05616 0.06701 0.05663 0.1798 78 416: 39%|###9 | 20/51 [00:01<00:02, 13.34it/s]
28/99 0.457G 0.05648 0.06698 0.05682 0.1803 84 416: 39%|###9 | 20/51 [00:01<00:02, 13.34it/s]
28/99 0.457G 0.05648 0.06698 0.05682 0.1803 84 416: 43%|####3 | 22/51 [00:01<00:02, 13.15it/s]
28/99 0.457G 0.05653 0.06636 0.05687 0.1798 67 416: 43%|####3 | 22/51 [00:01<00:02, 13.15it/s]
28/99 0.457G 0.05617 0.06634 0.05689 0.1794 62 416: 43%|####3 | 22/51 [00:01<00:02, 13.15it/s]
28/99 0.457G 0.05617 0.06634 0.05689 0.1794 62 416: 47%|####7 | 24/51 [00:01<00:02, 13.46it/s]
28/99 0.457G 0.05598 0.06815 0.05693 0.1811 116 416: 47%|####7 | 24/51 [00:01<00:02, 13.46it/s]
28/99 0.457G 0.05601 0.06889 0.05706 0.182 101 416: 47%|####7 | 24/51 [00:01<00:02, 13.46it/s]
28/99 0.457G 0.05601 0.06889 0.05706 0.182 101 416: 51%|##### | 26/51 [00:01<00:01, 13.33it/s]
28/99 0.457G 0.05669 0.069 0.05705 0.1827 122 416: 51%|##### | 26/51 [00:02<00:01, 13.33it/s]
28/99 0.457G 0.05646 0.06907 0.05714 0.1827 61 416: 51%|##### | 26/51 [00:02<00:01, 13.33it/s]
28/99 0.457G 0.05646 0.06907 0.05714 0.1827 61 416: 55%|#####4 | 28/51 [00:02<00:01, 13.44it/s]
28/99 0.457G 0.05656 0.06888 0.05724 0.1827 67 416: 55%|#####4 | 28/51 [00:02<00:01, 13.44it/s]
28/99 0.457G 0.05659 0.0698 0.05723 0.1836 127 416: 55%|#####4 | 28/51 [00:02<00:01, 13.44it/s]
28/99 0.457G 0.05659 0.0698 0.05723 0.1836 127 416: 59%|#####8 | 30/51 [00:02<00:01, 12.82it/s]
28/99 0.457G 0.05658 0.06959 0.05734 0.1835 70 416: 59%|#####8 | 30/51 [00:02<00:01, 12.82it/s]
28/99 0.457G 0.05676 0.06964 0.05737 0.1838 78 416: 59%|#####8 | 30/51 [00:02<00:01, 12.82it/s]
28/99 0.457G 0.05676 0.06964 0.05737 0.1838 78 416: 63%|######2 | 32/51 [00:02<00:01, 13.20it/s]
28/99 0.457G 0.05668 0.06892 0.05726 0.1829 42 416: 63%|######2 | 32/51 [00:02<00:01, 13.20it/s]
28/99 0.457G 0.05662 0.06801 0.05734 0.182 30 416: 63%|######2 | 32/51 [00:02<00:01, 13.20it/s]
28/99 0.457G 0.05662 0.06801 0.05734 0.182 30 416: 67%|######6 | 34/51 [00:02<00:01, 13.47it/s]
28/99 0.457G 0.0565 0.06731 0.05736 0.1812 54 416: 67%|######6 | 34/51 [00:02<00:01, 13.47it/s]
28/99 0.457G 0.05654 0.06714 0.05745 0.1811 65 416: 67%|######6 | 34/51 [00:02<00:01, 13.47it/s]
28/99 0.457G 0.05654 0.06714 0.05745 0.1811 65 416: 71%|####### | 36/51 [00:02<00:01, 13.68it/s]
28/99 0.457G 0.05655 0.06751 0.05754 0.1816 99 416: 71%|####### | 36/51 [00:02<00:01, 13.68it/s]
28/99 0.457G 0.05656 0.06668 0.05745 0.1807 34 416: 71%|####### | 36/51 [00:02<00:01, 13.68it/s]
28/99 0.457G 0.05656 0.06668 0.05745 0.1807 34 416: 75%|#######4 | 38/51 [00:02<00:00, 13.79it/s]
28/99 0.457G 0.0564 0.0678 0.05699 0.1812 158 416: 75%|#######4 | 38/51 [00:02<00:00, 13.79it/s]
28/99 0.457G 0.05645 0.06724 0.05704 0.1807 43 416: 75%|#######4 | 38/51 [00:02<00:00, 13.79it/s]
28/99 0.457G 0.05645 0.06724 0.05704 0.1807 43 416: 78%|#######8 | 40/51 [00:02<00:00, 14.31it/s]
28/99 0.457G 0.05631 0.06662 0.05705 0.18 39 416: 78%|#######8 | 40/51 [00:03<00:00, 14.31it/s]
28/99 0.457G 0.05654 0.0664 0.05716 0.1801 78 416: 78%|#######8 | 40/51 [00:03<00:00, 14.31it/s]
28/99 0.457G 0.05654 0.0664 0.05716 0.1801 78 416: 82%|########2 | 42/51 [00:03<00:00, 14.27it/s]
28/99 0.457G 0.0566 0.06618 0.0572 0.18 59 416: 82%|########2 | 42/51 [00:03<00:00, 14.27it/s]
28/99 0.457G 0.05666 0.06636 0.05727 0.1803 94 416: 82%|########2 | 42/51 [00:03<00:00, 14.27it/s]
28/99 0.457G 0.05666 0.06636 0.05727 0.1803 94 416: 86%|########6 | 44/51 [00:03<00:00, 13.77it/s]
28/99 0.457G 0.05667 0.06568 0.05726 0.1796 23 416: 86%|########6 | 44/51 [00:03<00:00, 13.77it/s]
28/99 0.457G 0.05659 0.06579 0.05728 0.1797 70 416: 86%|########6 | 44/51 [00:03<00:00, 13.77it/s]
28/99 0.457G 0.05659 0.06579 0.05728 0.1797 70 416: 90%|######### | 46/51 [00:03<00:00, 13.04it/s]
28/99 0.457G 0.05663 0.06521 0.05726 0.1791 36 416: 90%|######### | 46/51 [00:03<00:00, 13.04it/s]
28/99 0.457G 0.057 0.06505 0.05723 0.1793 82 416: 90%|######### | 46/51 [00:03<00:00, 13.04it/s]
28/99 0.457G 0.057 0.06505 0.05723 0.1793 82 416: 94%|#########4| 48/51 [00:03<00:00, 13.36it/s]
28/99 0.457G 0.05705 0.06516 0.05725 0.1795 74 416: 94%|#########4| 48/51 [00:03<00:00, 13.36it/s]
28/99 0.457G 0.05731 0.06429 0.05723 0.1788 8 416: 94%|#########4| 48/51 [00:03<00:00, 13.36it/s]
28/99 0.457G 0.05731 0.06429 0.05723 0.1788 8 416: 98%|#########8| 50/51 [00:03<00:00, 13.17it/s]
28/99 0.457G 0.05782 0.06353 0.05751 0.1789 2 416: 98%|#########8| 50/51 [00:03<00:00, 13.17it/s]
28/99 0.457G 0.05782 0.06353 0.05751 0.1789 2 416: 100%|##########| 51/51 [00:03<00:00, 13.36it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 8.70it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.67it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.64it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.02it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.50it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
29/99 0.457G 0.05705 0.06271 0.06027 0.18 53 416: 0%| | 0/51 [00:00<?, ?it/s]
29/99 0.457G 0.06209 0.04933 0.05935 0.1708 38 416: 0%| | 0/51 [00:00<?, ?it/s]
29/99 0.457G 0.06209 0.04933 0.05935 0.1708 38 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
29/99 0.457G 0.0624 0.06791 0.05915 0.1895 137 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
29/99 0.457G 0.06184 0.05797 0.05905 0.1789 18 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
29/99 0.457G 0.06184 0.05797 0.05905 0.1789 18 416: 8%|7 | 4/51 [00:00<00:03, 14.24it/s]
29/99 0.457G 0.06327 0.06154 0.05837 0.1832 110 416: 8%|7 | 4/51 [00:00<00:03, 14.24it/s]
29/99 0.457G 0.06154 0.05972 0.05832 0.1796 39 416: 8%|7 | 4/51 [00:00<00:03, 14.24it/s]
29/99 0.457G 0.06154 0.05972 0.05832 0.1796 39 416: 12%|#1 | 6/51 [00:00<00:03, 14.20it/s]
29/99 0.457G 0.05963 0.05807 0.05823 0.1759 35 416: 12%|#1 | 6/51 [00:00<00:03, 14.20it/s]
29/99 0.457G 0.05961 0.06221 0.0584 0.1802 118 416: 12%|#1 | 6/51 [00:00<00:03, 14.20it/s]
29/99 0.457G 0.05961 0.06221 0.0584 0.1802 118 416: 16%|#5 | 8/51 [00:00<00:03, 13.73it/s]
29/99 0.457G 0.05862 0.05973 0.05881 0.1772 31 416: 16%|#5 | 8/51 [00:00<00:03, 13.73it/s]
29/99 0.457G 0.05788 0.05954 0.05889 0.1763 42 416: 16%|#5 | 8/51 [00:00<00:03, 13.73it/s]
29/99 0.457G 0.05788 0.05954 0.05889 0.1763 42 416: 20%|#9 | 10/51 [00:00<00:03, 12.43it/s]
29/99 0.457G 0.05778 0.06123 0.05892 0.1779 77 416: 20%|#9 | 10/51 [00:00<00:03, 12.43it/s]
29/99 0.457G 0.05701 0.05812 0.05887 0.174 17 416: 20%|#9 | 10/51 [00:00<00:03, 12.43it/s]
29/99 0.457G 0.05701 0.05812 0.05887 0.174 17 416: 24%|##3 | 12/51 [00:00<00:03, 12.97it/s]
29/99 0.457G 0.05632 0.0589 0.05894 0.1742 64 416: 24%|##3 | 12/51 [00:00<00:03, 12.97it/s]
29/99 0.457G 0.05582 0.05892 0.05876 0.1735 72 416: 24%|##3 | 12/51 [00:01<00:03, 12.97it/s]
29/99 0.457G 0.05582 0.05892 0.05876 0.1735 72 416: 27%|##7 | 14/51 [00:01<00:02, 12.90it/s]
29/99 0.457G 0.05568 0.06047 0.05883 0.175 65 416: 27%|##7 | 14/51 [00:01<00:02, 12.90it/s]
29/99 0.457G 0.05573 0.06064 0.05874 0.1751 72 416: 27%|##7 | 14/51 [00:01<00:02, 12.90it/s]
29/99 0.457G 0.05573 0.06064 0.05874 0.1751 72 416: 31%|###1 | 16/51 [00:01<00:02, 13.22it/s]
29/99 0.457G 0.0555 0.06187 0.05873 0.1761 76 416: 31%|###1 | 16/51 [00:01<00:02, 13.22it/s]
29/99 0.457G 0.05512 0.06043 0.05847 0.174 29 416: 31%|###1 | 16/51 [00:01<00:02, 13.22it/s]
29/99 0.457G 0.05512 0.06043 0.05847 0.174 29 416: 35%|###5 | 18/51 [00:01<00:02, 13.08it/s]
29/99 0.457G 0.05489 0.06042 0.05857 0.1739 57 416: 35%|###5 | 18/51 [00:01<00:02, 13.08it/s]
29/99 0.457G 0.05417 0.06074 0.05753 0.1724 95 416: 35%|###5 | 18/51 [00:01<00:02, 13.08it/s]
29/99 0.457G 0.05417 0.06074 0.05753 0.1724 95 416: 39%|###9 | 20/51 [00:01<00:02, 13.40it/s]
29/99 0.457G 0.05452 0.06099 0.05781 0.1733 85 416: 39%|###9 | 20/51 [00:01<00:02, 13.40it/s]
29/99 0.457G 0.05516 0.06138 0.05783 0.1744 102 416: 39%|###9 | 20/51 [00:01<00:02, 13.40it/s]
29/99 0.457G 0.05516 0.06138 0.05783 0.1744 102 416: 43%|####3 | 22/51 [00:01<00:02, 13.63it/s]
29/99 0.457G 0.0551 0.06141 0.05795 0.1745 74 416: 43%|####3 | 22/51 [00:01<00:02, 13.63it/s]
29/99 0.457G 0.05491 0.06069 0.05802 0.1736 47 416: 43%|####3 | 22/51 [00:01<00:02, 13.63it/s]
29/99 0.457G 0.05491 0.06069 0.05802 0.1736 47 416: 47%|####7 | 24/51 [00:01<00:02, 13.28it/s]
29/99 0.457G 0.05461 0.06006 0.05802 0.1727 47 416: 47%|####7 | 24/51 [00:01<00:02, 13.28it/s]
29/99 0.457G 0.05442 0.05969 0.05797 0.1721 48 416: 47%|####7 | 24/51 [00:01<00:02, 13.28it/s]
29/99 0.457G 0.05442 0.05969 0.05797 0.1721 48 416: 51%|##### | 26/51 [00:01<00:01, 12.79it/s]
29/99 0.457G 0.05454 0.0596 0.05798 0.1721 42 416: 51%|##### | 26/51 [00:02<00:01, 12.79it/s]
29/99 0.457G 0.05447 0.0599 0.05799 0.1724 70 416: 51%|##### | 26/51 [00:02<00:01, 12.79it/s]
29/99 0.457G 0.05447 0.0599 0.05799 0.1724 70 416: 55%|#####4 | 28/51 [00:02<00:01, 13.17it/s]
29/99 0.457G 0.05469 0.05997 0.058 0.1727 82 416: 55%|#####4 | 28/51 [00:02<00:01, 13.17it/s]
29/99 0.457G 0.0547 0.05944 0.05794 0.1721 28 416: 55%|#####4 | 28/51 [00:02<00:01, 13.17it/s]
29/99 0.457G 0.0547 0.05944 0.05794 0.1721 28 416: 59%|#####8 | 30/51 [00:02<00:01, 13.42it/s]
29/99 0.457G 0.05485 0.05928 0.05792 0.172 50 416: 59%|#####8 | 30/51 [00:02<00:01, 13.42it/s]
29/99 0.457G 0.05466 0.05858 0.05796 0.1712 24 416: 59%|#####8 | 30/51 [00:02<00:01, 13.42it/s]
29/99 0.457G 0.05466 0.05858 0.05796 0.1712 24 416: 63%|######2 | 32/51 [00:02<00:01, 13.21it/s]
29/99 0.457G 0.05466 0.05907 0.05797 0.1717 86 416: 63%|######2 | 32/51 [00:02<00:01, 13.21it/s]
29/99 0.457G 0.0546 0.05814 0.05783 0.1706 21 416: 63%|######2 | 32/51 [00:02<00:01, 13.21it/s]
29/99 0.457G 0.0546 0.05814 0.05783 0.1706 21 416: 67%|######6 | 34/51 [00:02<00:01, 13.49it/s]
29/99 0.457G 0.0547 0.05798 0.05779 0.1705 43 416: 67%|######6 | 34/51 [00:02<00:01, 13.49it/s]
29/99 0.457G 0.05492 0.05761 0.05786 0.1704 36 416: 67%|######6 | 34/51 [00:02<00:01, 13.49it/s]
29/99 0.457G 0.05492 0.05761 0.05786 0.1704 36 416: 71%|####### | 36/51 [00:02<00:01, 13.69it/s]
29/99 0.457G 0.0549 0.05774 0.05786 0.1705 57 416: 71%|####### | 36/51 [00:02<00:01, 13.69it/s]
29/99 0.457G 0.05481 0.05749 0.05778 0.1701 48 416: 71%|####### | 36/51 [00:02<00:01, 13.69it/s]
29/99 0.457G 0.05481 0.05749 0.05778 0.1701 48 416: 75%|#######4 | 38/51 [00:02<00:00, 13.39it/s]
29/99 0.457G 0.05495 0.05787 0.05778 0.1706 101 416: 75%|#######4 | 38/51 [00:02<00:00, 13.39it/s]
29/99 0.457G 0.05504 0.0581 0.0578 0.1709 83 416: 75%|#######4 | 38/51 [00:03<00:00, 13.39it/s]
29/99 0.457G 0.05504 0.0581 0.0578 0.1709 83 416: 78%|#######8 | 40/51 [00:03<00:00, 13.19it/s]
29/99 0.457G 0.05502 0.05772 0.05782 0.1706 39 416: 78%|#######8 | 40/51 [00:03<00:00, 13.19it/s]
29/99 0.457G 0.05506 0.05812 0.05785 0.171 69 416: 78%|#######8 | 40/51 [00:03<00:00, 13.19it/s]
29/99 0.457G 0.05506 0.05812 0.05785 0.171 69 416: 82%|########2 | 42/51 [00:03<00:00, 12.64it/s]
29/99 0.457G 0.05502 0.05779 0.05742 0.1702 60 416: 82%|########2 | 42/51 [00:03<00:00, 12.64it/s]
29/99 0.457G 0.0553 0.05905 0.05747 0.1718 132 416: 82%|########2 | 42/51 [00:03<00:00, 12.64it/s]
29/99 0.457G 0.0553 0.05905 0.05747 0.1718 132 416: 86%|########6 | 44/51 [00:03<00:00, 13.06it/s]
29/99 0.457G 0.05547 0.05927 0.05751 0.1722 76 416: 86%|########6 | 44/51 [00:03<00:00, 13.06it/s]
29/99 0.457G 0.05558 0.05959 0.05745 0.1726 88 416: 86%|########6 | 44/51 [00:03<00:00, 13.06it/s]
29/99 0.457G 0.05558 0.05959 0.05745 0.1726 88 416: 90%|######### | 46/51 [00:03<00:00, 13.37it/s]
29/99 0.457G 0.05614 0.05993 0.05748 0.1736 109 416: 90%|######### | 46/51 [00:03<00:00, 13.37it/s]
29/99 0.457G 0.05621 0.05956 0.05756 0.1733 43 416: 90%|######### | 46/51 [00:03<00:00, 13.37it/s]
29/99 0.457G 0.05621 0.05956 0.05756 0.1733 43 416: 94%|#########4| 48/51 [00:03<00:00, 13.60it/s]
29/99 0.457G 0.05616 0.05942 0.05758 0.1732 52 416: 94%|#########4| 48/51 [00:03<00:00, 13.60it/s]
29/99 0.457G 0.05632 0.05872 0.05752 0.1726 16 416: 94%|#########4| 48/51 [00:03<00:00, 13.60it/s]
29/99 0.457G 0.05632 0.05872 0.05752 0.1726 16 416: 98%|#########8| 50/51 [00:03<00:00, 13.51it/s]
29/99 0.457G 0.05635 0.05911 0.05716 0.1726 29 416: 98%|#########8| 50/51 [00:03<00:00, 13.51it/s]
29/99 0.457G 0.05635 0.05911 0.05716 0.1726 29 416: 100%|##########| 51/51 [00:03<00:00, 13.30it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.97it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.37it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.47it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 10.93it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.32it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
30/99 0.457G 0.07745 0.03179 0.05973 0.169 36 416: 0%| | 0/51 [00:00<?, ?it/s]
30/99 0.457G 0.07039 0.05172 0.05893 0.181 76 416: 0%| | 0/51 [00:00<?, ?it/s]
30/99 0.457G 0.07039 0.05172 0.05893 0.181 76 416: 4%|3 | 2/51 [00:00<00:03, 13.47it/s]
30/99 0.457G 0.06957 0.04567 0.05722 0.1725 31 416: 4%|3 | 2/51 [00:00<00:03, 13.47it/s]
30/99 0.457G 0.06852 0.04737 0.05745 0.1733 53 416: 4%|3 | 2/51 [00:00<00:03, 13.47it/s]
30/99 0.457G 0.06852 0.04737 0.05745 0.1733 53 416: 8%|7 | 4/51 [00:00<00:03, 13.77it/s]
30/99 0.457G 0.06664 0.05292 0.05767 0.1772 95 416: 8%|7 | 4/51 [00:00<00:03, 13.77it/s]
30/99 0.457G 0.06547 0.05367 0.05712 0.1763 63 416: 8%|7 | 4/51 [00:00<00:03, 13.77it/s]
30/99 0.457G 0.06547 0.05367 0.05712 0.1763 63 416: 12%|#1 | 6/51 [00:00<00:03, 13.22it/s]
30/99 0.457G 0.0657 0.05251 0.05737 0.1756 58 416: 12%|#1 | 6/51 [00:00<00:03, 13.22it/s]
30/99 0.457G 0.06475 0.05395 0.05751 0.1762 63 416: 12%|#1 | 6/51 [00:00<00:03, 13.22it/s]
30/99 0.457G 0.06475 0.05395 0.05751 0.1762 63 416: 16%|#5 | 8/51 [00:00<00:03, 12.52it/s]
30/99 0.457G 0.06411 0.05292 0.0578 0.1748 45 416: 16%|#5 | 8/51 [00:00<00:03, 12.52it/s]
30/99 0.457G 0.06343 0.05123 0.05796 0.1726 39 416: 16%|#5 | 8/51 [00:00<00:03, 12.52it/s]
30/99 0.457G 0.06343 0.05123 0.05796 0.1726 39 416: 20%|#9 | 10/51 [00:00<00:03, 12.98it/s]
30/99 0.457G 0.06238 0.05267 0.05758 0.1726 86 416: 20%|#9 | 10/51 [00:00<00:03, 12.98it/s]
30/99 0.457G 0.06229 0.06008 0.05771 0.1801 131 416: 20%|#9 | 10/51 [00:00<00:03, 12.98it/s]
30/99 0.457G 0.06229 0.06008 0.05771 0.1801 131 416: 24%|##3 | 12/51 [00:00<00:03, 12.56it/s]
30/99 0.457G 0.06254 0.05987 0.05786 0.1803 83 416: 24%|##3 | 12/51 [00:01<00:03, 12.56it/s]
30/99 0.457G 0.06354 0.06089 0.05724 0.1817 120 416: 24%|##3 | 12/51 [00:01<00:03, 12.56it/s]
30/99 0.457G 0.06354 0.06089 0.05724 0.1817 120 416: 27%|##7 | 14/51 [00:01<00:02, 12.93it/s]
30/99 0.457G 0.06314 0.06086 0.05732 0.1813 69 416: 27%|##7 | 14/51 [00:01<00:02, 12.93it/s]
30/99 0.457G 0.0626 0.06169 0.05735 0.1816 85 416: 27%|##7 | 14/51 [00:01<00:02, 12.93it/s]
30/99 0.457G 0.0626 0.06169 0.05735 0.1816 85 416: 31%|###1 | 16/51 [00:01<00:02, 13.26it/s]
30/99 0.457G 0.06211 0.06065 0.05745 0.1802 52 416: 31%|###1 | 16/51 [00:01<00:02, 13.26it/s]
30/99 0.457G 0.06223 0.06175 0.05741 0.1814 110 416: 31%|###1 | 16/51 [00:01<00:02, 13.26it/s]
30/99 0.457G 0.06223 0.06175 0.05741 0.1814 110 416: 35%|###5 | 18/51 [00:01<00:02, 13.07it/s]
30/99 0.457G 0.06156 0.06179 0.0565 0.1798 94 416: 35%|###5 | 18/51 [00:01<00:02, 13.07it/s]
30/99 0.457G 0.0615 0.06211 0.05668 0.1803 72 416: 35%|###5 | 18/51 [00:01<00:02, 13.07it/s]
30/99 0.457G 0.0615 0.06211 0.05668 0.1803 72 416: 39%|###9 | 20/51 [00:01<00:02, 13.79it/s]
30/99 0.457G 0.06129 0.06093 0.05678 0.179 38 416: 39%|###9 | 20/51 [00:01<00:02, 13.79it/s]
30/99 0.457G 0.06081 0.06085 0.05664 0.1783 74 416: 39%|###9 | 20/51 [00:01<00:02, 13.79it/s]
30/99 0.457G 0.06081 0.06085 0.05664 0.1783 74 416: 43%|####3 | 22/51 [00:01<00:02, 13.49it/s]
30/99 0.457G 0.06108 0.05992 0.05692 0.1779 48 416: 43%|####3 | 22/51 [00:01<00:02, 13.49it/s]
30/99 0.457G 0.06065 0.05855 0.05694 0.1761 20 416: 43%|####3 | 22/51 [00:01<00:02, 13.49it/s]
30/99 0.457G 0.06065 0.05855 0.05694 0.1761 20 416: 47%|####7 | 24/51 [00:01<00:02, 12.84it/s]
30/99 0.457G 0.06034 0.0586 0.05687 0.1758 65 416: 47%|####7 | 24/51 [00:01<00:02, 12.84it/s]
30/99 0.457G 0.05996 0.05824 0.0569 0.1751 56 416: 47%|####7 | 24/51 [00:01<00:02, 12.84it/s]
30/99 0.457G 0.05996 0.05824 0.0569 0.1751 56 416: 51%|##### | 26/51 [00:01<00:01, 13.22it/s]
30/99 0.457G 0.05976 0.05811 0.05701 0.1749 45 416: 51%|##### | 26/51 [00:02<00:01, 13.22it/s]
30/99 0.457G 0.05998 0.05865 0.05696 0.1756 108 416: 51%|##### | 26/51 [00:02<00:01, 13.22it/s]
30/99 0.457G 0.05998 0.05865 0.05696 0.1756 108 416: 55%|#####4 | 28/51 [00:02<00:01, 13.08it/s]
30/99 0.457G 0.05975 0.05954 0.05701 0.1763 100 416: 55%|#####4 | 28/51 [00:02<00:01, 13.08it/s]
30/99 0.457G 0.05908 0.0606 0.05641 0.1761 123 416: 55%|#####4 | 28/51 [00:02<00:01, 13.08it/s]
30/99 0.457G 0.05908 0.0606 0.05641 0.1761 123 416: 59%|#####8 | 30/51 [00:02<00:01, 13.40it/s]
30/99 0.457G 0.05925 0.06116 0.05651 0.1769 106 416: 59%|#####8 | 30/51 [00:02<00:01, 13.40it/s]
30/99 0.457G 0.05904 0.06133 0.0566 0.177 80 416: 59%|#####8 | 30/51 [00:02<00:01, 13.40it/s]
30/99 0.457G 0.05904 0.06133 0.0566 0.177 80 416: 63%|######2 | 32/51 [00:02<00:01, 13.58it/s]
30/99 0.457G 0.05886 0.06105 0.05664 0.1766 40 416: 63%|######2 | 32/51 [00:02<00:01, 13.58it/s]
30/99 0.457G 0.0588 0.06191 0.05667 0.1774 87 416: 63%|######2 | 32/51 [00:02<00:01, 13.58it/s]
30/99 0.457G 0.0588 0.06191 0.05667 0.1774 87 416: 67%|######6 | 34/51 [00:02<00:01, 13.76it/s]
30/99 0.457G 0.05858 0.06242 0.05671 0.1777 99 416: 67%|######6 | 34/51 [00:02<00:01, 13.76it/s]
30/99 0.457G 0.05841 0.06288 0.05668 0.178 93 416: 67%|######6 | 34/51 [00:02<00:01, 13.76it/s]
30/99 0.457G 0.05841 0.06288 0.05668 0.178 93 416: 71%|####### | 36/51 [00:02<00:01, 13.43it/s]
30/99 0.457G 0.0584 0.06361 0.05672 0.1787 83 416: 71%|####### | 36/51 [00:02<00:01, 13.43it/s]
30/99 0.457G 0.05849 0.06349 0.05676 0.1787 77 416: 71%|####### | 36/51 [00:02<00:01, 13.43it/s]
30/99 0.457G 0.05849 0.06349 0.05676 0.1787 77 416: 75%|#######4 | 38/51 [00:02<00:00, 13.65it/s]
30/99 0.457G 0.05865 0.06417 0.05685 0.1797 124 416: 75%|#######4 | 38/51 [00:02<00:00, 13.65it/s]
30/99 0.457G 0.05872 0.06425 0.05692 0.1799 84 416: 75%|#######4 | 38/51 [00:03<00:00, 13.65it/s]
30/99 0.457G 0.05872 0.06425 0.05692 0.1799 84 416: 78%|#######8 | 40/51 [00:03<00:00, 12.96it/s]
30/99 0.457G 0.05852 0.06354 0.05689 0.1789 33 416: 78%|#######8 | 40/51 [00:03<00:00, 12.96it/s]
30/99 0.457G 0.05876 0.06347 0.05697 0.1792 76 416: 78%|#######8 | 40/51 [00:03<00:00, 12.96it/s]
30/99 0.457G 0.05876 0.06347 0.05697 0.1792 76 416: 82%|########2 | 42/51 [00:03<00:00, 12.90it/s]
30/99 0.457G 0.05866 0.06279 0.05702 0.1785 23 416: 82%|########2 | 42/51 [00:03<00:00, 12.90it/s]
30/99 0.457G 0.05881 0.06257 0.05695 0.1783 57 416: 82%|########2 | 42/51 [00:03<00:00, 12.90it/s]
30/99 0.457G 0.05881 0.06257 0.05695 0.1783 57 416: 86%|########6 | 44/51 [00:03<00:00, 12.85it/s]
30/99 0.457G 0.05877 0.06294 0.05702 0.1787 100 416: 86%|########6 | 44/51 [00:03<00:00, 12.85it/s]
30/99 0.457G 0.0586 0.06253 0.057 0.1781 39 416: 86%|########6 | 44/51 [00:03<00:00, 12.85it/s]
30/99 0.457G 0.0586 0.06253 0.057 0.1781 39 416: 90%|######### | 46/51 [00:03<00:00, 13.18it/s]
30/99 0.457G 0.05893 0.06258 0.057 0.1785 97 416: 90%|######### | 46/51 [00:03<00:00, 13.18it/s]
30/99 0.457G 0.05897 0.06391 0.05707 0.1799 153 416: 90%|######### | 46/51 [00:03<00:00, 13.18it/s]
30/99 0.457G 0.05897 0.06391 0.05707 0.1799 153 416: 94%|#########4| 48/51 [00:03<00:00, 13.46it/s]
30/99 0.457G 0.05893 0.06443 0.05714 0.1805 107 416: 94%|#########4| 48/51 [00:03<00:00, 13.46it/s]
30/99 0.457G 0.05888 0.06447 0.05722 0.1806 63 416: 94%|#########4| 48/51 [00:03<00:00, 13.46it/s]
30/99 0.457G 0.05888 0.06447 0.05722 0.1806 63 416: 98%|#########8| 50/51 [00:03<00:00, 13.67it/s]
30/99 0.457G 0.05881 0.06366 0.05667 0.1791 1 416: 98%|#########8| 50/51 [00:03<00:00, 13.67it/s]
30/99 0.457G 0.05881 0.06366 0.05667 0.1791 1 416: 100%|##########| 51/51 [00:03<00:00, 13.31it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:02, 2.55it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 25%|##5 | 2/8 [00:00<00:02, 2.53it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:01<00:01, 2.58it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:01<00:01, 2.57it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:01<00:01, 2.55it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:02<00:00, 2.55it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:02<00:00, 2.58it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:02<00:00, 3.29it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:02<00:00, 2.80it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
31/99 0.457G 0.06528 0.04267 0.05932 0.1673 41 416: 0%| | 0/51 [00:00<?, ?it/s]
31/99 0.457G 0.05752 0.04591 0.05755 0.161 36 416: 0%| | 0/51 [00:00<?, ?it/s]
31/99 0.457G 0.05752 0.04591 0.05755 0.161 36 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
31/99 0.457G 0.0582 0.04322 0.05756 0.159 34 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
31/99 0.457G 0.06543 0.04526 0.05702 0.1677 60 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
31/99 0.457G 0.06543 0.04526 0.05702 0.1677 60 416: 8%|7 | 4/51 [00:00<00:05, 9.40it/s]
31/99 0.457G 0.06295 0.05055 0.05709 0.1706 75 416: 8%|7 | 4/51 [00:00<00:05, 9.40it/s]
31/99 0.457G 0.06295 0.05055 0.05709 0.1706 75 416: 10%|9 | 5/51 [00:00<00:04, 9.31it/s]
31/99 0.457G 0.06155 0.05425 0.05719 0.173 83 416: 10%|9 | 5/51 [00:00<00:04, 9.31it/s]
31/99 0.457G 0.05979 0.06215 0.05798 0.1799 138 416: 10%|9 | 5/51 [00:00<00:04, 9.31it/s]
31/99 0.457G 0.05979 0.06215 0.05798 0.1799 138 416: 14%|#3 | 7/51 [00:00<00:04, 10.62it/s]
31/99 0.457G 0.05942 0.06384 0.05832 0.1816 87 416: 14%|#3 | 7/51 [00:00<00:04, 10.62it/s]
31/99 0.457G 0.05923 0.06563 0.05843 0.1833 81 416: 14%|#3 | 7/51 [00:00<00:04, 10.62it/s]
31/99 0.457G 0.05923 0.06563 0.05843 0.1833 81 416: 18%|#7 | 9/51 [00:00<00:03, 11.13it/s]
31/99 0.457G 0.06053 0.06331 0.05858 0.1824 45 416: 18%|#7 | 9/51 [00:00<00:03, 11.13it/s]
31/99 0.457G 0.0603 0.06278 0.05871 0.1818 53 416: 18%|#7 | 9/51 [00:00<00:03, 11.13it/s]
31/99 0.457G 0.0603 0.06278 0.05871 0.1818 53 416: 22%|##1 | 11/51 [00:00<00:03, 11.90it/s]
31/99 0.457G 0.06033 0.0643 0.05866 0.1833 88 416: 22%|##1 | 11/51 [00:01<00:03, 11.90it/s]
31/99 0.457G 0.05995 0.06405 0.05845 0.1825 56 416: 22%|##1 | 11/51 [00:01<00:03, 11.90it/s]
31/99 0.457G 0.05995 0.06405 0.05845 0.1825 56 416: 25%|##5 | 13/51 [00:01<00:03, 12.17it/s]
31/99 0.457G 0.06028 0.06329 0.05851 0.1821 60 416: 25%|##5 | 13/51 [00:01<00:03, 12.17it/s]
31/99 0.457G 0.05905 0.06387 0.05725 0.1802 98 416: 25%|##5 | 13/51 [00:01<00:03, 12.17it/s]
31/99 0.457G 0.05905 0.06387 0.05725 0.1802 98 416: 29%|##9 | 15/51 [00:01<00:02, 12.77it/s]
31/99 0.457G 0.06006 0.06278 0.05747 0.1803 57 416: 29%|##9 | 15/51 [00:01<00:02, 12.77it/s]
31/99 0.457G 0.06004 0.06469 0.05745 0.1822 132 416: 29%|##9 | 15/51 [00:01<00:02, 12.77it/s]
31/99 0.457G 0.06004 0.06469 0.05745 0.1822 132 416: 33%|###3 | 17/51 [00:01<00:02, 13.13it/s]
31/99 0.457G 0.05975 0.06473 0.05744 0.1819 67 416: 33%|###3 | 17/51 [00:01<00:02, 13.13it/s]
31/99 0.457G 0.05951 0.06543 0.05748 0.1824 81 416: 33%|###3 | 17/51 [00:01<00:02, 13.13it/s]
31/99 0.457G 0.05951 0.06543 0.05748 0.1824 81 416: 37%|###7 | 19/51 [00:01<00:02, 13.02it/s]
31/99 0.457G 0.05917 0.06381 0.0576 0.1806 25 416: 37%|###7 | 19/51 [00:01<00:02, 13.02it/s]
31/99 0.457G 0.0589 0.06287 0.05753 0.1793 42 416: 37%|###7 | 19/51 [00:01<00:02, 13.02it/s]
31/99 0.457G 0.0589 0.06287 0.05753 0.1793 42 416: 41%|####1 | 21/51 [00:01<00:02, 12.17it/s]
31/99 0.457G 0.05875 0.06256 0.0575 0.1788 48 416: 41%|####1 | 21/51 [00:01<00:02, 12.17it/s]
31/99 0.457G 0.05885 0.06145 0.0575 0.1778 35 416: 41%|####1 | 21/51 [00:01<00:02, 12.17it/s]
31/99 0.457G 0.05885 0.06145 0.0575 0.1778 35 416: 45%|####5 | 23/51 [00:01<00:02, 12.85it/s]
31/99 0.457G 0.05865 0.06169 0.05744 0.1778 66 416: 45%|####5 | 23/51 [00:01<00:02, 12.85it/s]
31/99 0.457G 0.05901 0.06147 0.05739 0.1779 68 416: 45%|####5 | 23/51 [00:02<00:02, 12.85it/s]
31/99 0.457G 0.05901 0.06147 0.05739 0.1779 68 416: 49%|####9 | 25/51 [00:02<00:01, 13.21it/s]
31/99 0.457G 0.05946 0.06411 0.05738 0.1809 157 416: 49%|####9 | 25/51 [00:02<00:01, 13.21it/s]
31/99 0.457G 0.0593 0.06388 0.05741 0.1806 51 416: 49%|####9 | 25/51 [00:02<00:01, 13.21it/s]
31/99 0.457G 0.0593 0.06388 0.05741 0.1806 51 416: 53%|#####2 | 27/51 [00:02<00:01, 13.49it/s]
31/99 0.457G 0.05932 0.0638 0.0575 0.1806 59 416: 53%|#####2 | 27/51 [00:02<00:01, 13.49it/s]
31/99 0.457G 0.05933 0.06392 0.05766 0.1809 81 416: 53%|#####2 | 27/51 [00:02<00:01, 13.49it/s]
31/99 0.457G 0.05933 0.06392 0.05766 0.1809 81 416: 57%|#####6 | 29/51 [00:02<00:01, 13.70it/s]
31/99 0.457G 0.05918 0.06335 0.05775 0.1803 37 416: 57%|#####6 | 29/51 [00:02<00:01, 13.70it/s]
31/99 0.457G 0.05944 0.06282 0.0578 0.1801 57 416: 57%|#####6 | 29/51 [00:02<00:01, 13.70it/s]
31/99 0.457G 0.05944 0.06282 0.0578 0.1801 57 416: 61%|###### | 31/51 [00:02<00:01, 13.80it/s]
31/99 0.457G 0.0594 0.06284 0.0578 0.18 62 416: 61%|###### | 31/51 [00:02<00:01, 13.80it/s]
31/99 0.457G 0.0595 0.06226 0.05777 0.1795 48 416: 61%|###### | 31/51 [00:02<00:01, 13.80it/s]
31/99 0.457G 0.0595 0.06226 0.05777 0.1795 48 416: 65%|######4 | 33/51 [00:02<00:01, 13.46it/s]
31/99 0.457G 0.05968 0.0624 0.05758 0.1797 85 416: 65%|######4 | 33/51 [00:02<00:01, 13.46it/s]
31/99 0.457G 0.06007 0.06175 0.05744 0.1793 48 416: 65%|######4 | 33/51 [00:02<00:01, 13.46it/s]
31/99 0.457G 0.06007 0.06175 0.05744 0.1793 48 416: 69%|######8 | 35/51 [00:02<00:01, 13.67it/s]
31/99 0.457G 0.05991 0.0619 0.05744 0.1793 54 416: 69%|######8 | 35/51 [00:02<00:01, 13.67it/s]
31/99 0.457G 0.06017 0.06156 0.05751 0.1792 54 416: 69%|######8 | 35/51 [00:02<00:01, 13.67it/s]
31/99 0.457G 0.06017 0.06156 0.05751 0.1792 54 416: 73%|#######2 | 37/51 [00:02<00:01, 12.97it/s]
31/99 0.457G 0.06016 0.06201 0.05749 0.1797 93 416: 73%|#######2 | 37/51 [00:03<00:01, 12.97it/s]
31/99 0.457G 0.0601 0.06197 0.05752 0.1796 55 416: 73%|#######2 | 37/51 [00:03<00:01, 12.97it/s]
31/99 0.457G 0.0601 0.06197 0.05752 0.1796 55 416: 76%|#######6 | 39/51 [00:03<00:00, 12.91it/s]
31/99 0.457G 0.06012 0.06189 0.05759 0.1796 58 416: 76%|#######6 | 39/51 [00:03<00:00, 12.91it/s]
31/99 0.457G 0.06016 0.06211 0.05765 0.1799 93 416: 76%|#######6 | 39/51 [00:03<00:00, 12.91it/s]
31/99 0.457G 0.06016 0.06211 0.05765 0.1799 93 416: 80%|######## | 41/51 [00:03<00:00, 13.26it/s]
31/99 0.457G 0.06009 0.06264 0.05759 0.1803 103 416: 80%|######## | 41/51 [00:03<00:00, 13.26it/s]
31/99 0.457G 0.06018 0.06247 0.05752 0.1802 63 416: 80%|######## | 41/51 [00:03<00:00, 13.26it/s]
31/99 0.457G 0.06018 0.06247 0.05752 0.1802 63 416: 84%|########4 | 43/51 [00:03<00:00, 13.48it/s]
31/99 0.457G 0.06047 0.06298 0.05753 0.181 91 416: 84%|########4 | 43/51 [00:03<00:00, 13.48it/s]
31/99 0.457G 0.06048 0.06357 0.05756 0.1816 96 416: 84%|########4 | 43/51 [00:03<00:00, 13.48it/s]
31/99 0.457G 0.06048 0.06357 0.05756 0.1816 96 416: 88%|########8 | 45/51 [00:03<00:00, 13.28it/s]
31/99 0.457G 0.06055 0.06292 0.05759 0.1811 30 416: 88%|########8 | 45/51 [00:03<00:00, 13.28it/s]
31/99 0.457G 0.06053 0.06302 0.0576 0.1811 68 416: 88%|########8 | 45/51 [00:03<00:00, 13.28it/s]
31/99 0.457G 0.06053 0.06302 0.0576 0.1811 68 416: 92%|#########2| 47/51 [00:03<00:00, 13.54it/s]
31/99 0.457G 0.06041 0.06313 0.05755 0.1811 70 416: 92%|#########2| 47/51 [00:03<00:00, 13.54it/s]
31/99 0.457G 0.06057 0.06332 0.05756 0.1814 62 416: 92%|#########2| 47/51 [00:03<00:00, 13.54it/s]
31/99 0.457G 0.06057 0.06332 0.05756 0.1814 62 416: 96%|#########6| 49/51 [00:03<00:00, 13.29it/s]
31/99 0.457G 0.06063 0.06344 0.05755 0.1816 71 416: 96%|#########6| 49/51 [00:03<00:00, 13.29it/s]
31/99 0.457G 0.06085 0.0647 0.05754 0.1831 30 416: 96%|#########6| 49/51 [00:03<00:00, 13.29it/s]
31/99 0.457G 0.06085 0.0647 0.05754 0.1831 30 416: 100%|##########| 51/51 [00:03<00:00, 13.54it/s]
31/99 0.457G 0.06085 0.0647 0.05754 0.1831 30 416: 100%|##########| 51/51 [00:03<00:00, 12.80it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.73it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 9.82it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 9.37it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 9.66it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.17it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 10.39it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
32/99 0.457G 0.06197 0.08036 0.05884 0.2012 89 416: 0%| | 0/51 [00:00<?, ?it/s]
32/99 0.457G 0.06197 0.08036 0.05884 0.2012 89 416: 2%|1 | 1/51 [00:00<00:05, 9.10it/s]
32/99 0.457G 0.06617 0.0744 0.05714 0.1977 69 416: 2%|1 | 1/51 [00:00<00:05, 9.10it/s]
32/99 0.457G 0.06837 0.07448 0.05725 0.2001 77 416: 2%|1 | 1/51 [00:00<00:05, 9.10it/s]
32/99 0.457G 0.06837 0.07448 0.05725 0.2001 77 416: 6%|5 | 3/51 [00:00<00:04, 11.75it/s]
32/99 0.457G 0.0687 0.07512 0.05824 0.2021 95 416: 6%|5 | 3/51 [00:00<00:04, 11.75it/s]
32/99 0.457G 0.06964 0.06909 0.0588 0.1975 36 416: 6%|5 | 3/51 [00:00<00:04, 11.75it/s]
32/99 0.457G 0.06964 0.06909 0.0588 0.1975 36 416: 10%|9 | 5/51 [00:00<00:03, 12.56it/s]
32/99 0.457G 0.06991 0.06973 0.05879 0.1984 79 416: 10%|9 | 5/51 [00:00<00:03, 12.56it/s]
32/99 0.457G 0.07048 0.06344 0.05839 0.1923 13 416: 10%|9 | 5/51 [00:00<00:03, 12.56it/s]
32/99 0.457G 0.07048 0.06344 0.05839 0.1923 13 416: 14%|#3 | 7/51 [00:00<00:03, 12.63it/s]
32/99 0.457G 0.07023 0.06669 0.05831 0.1952 83 416: 14%|#3 | 7/51 [00:00<00:03, 12.63it/s]
32/99 0.457G 0.0698 0.06513 0.05844 0.1934 53 416: 14%|#3 | 7/51 [00:00<00:03, 12.63it/s]
32/99 0.457G 0.0698 0.06513 0.05844 0.1934 53 416: 18%|#7 | 9/51 [00:00<00:03, 12.23it/s]
32/99 0.457G 0.0701 0.06227 0.05833 0.1907 23 416: 18%|#7 | 9/51 [00:00<00:03, 12.23it/s]
32/99 0.457G 0.0697 0.0646 0.05797 0.1923 114 416: 18%|#7 | 9/51 [00:00<00:03, 12.23it/s]
32/99 0.457G 0.0697 0.0646 0.05797 0.1923 114 416: 22%|##1 | 11/51 [00:00<00:03, 12.84it/s]
32/99 0.457G 0.06949 0.06409 0.05772 0.1913 61 416: 22%|##1 | 11/51 [00:00<00:03, 12.84it/s]
32/99 0.457G 0.06936 0.06703 0.0578 0.1942 117 416: 22%|##1 | 11/51 [00:01<00:03, 12.84it/s]
32/99 0.457G 0.06936 0.06703 0.0578 0.1942 117 416: 25%|##5 | 13/51 [00:01<00:03, 12.46it/s]
32/99 0.457G 0.06814 0.06475 0.05653 0.1894 45 416: 25%|##5 | 13/51 [00:01<00:03, 12.46it/s]
32/99 0.457G 0.06816 0.06413 0.0567 0.189 64 416: 25%|##5 | 13/51 [00:01<00:03, 12.46it/s]
32/99 0.457G 0.06816 0.06413 0.0567 0.189 64 416: 29%|##9 | 15/51 [00:01<00:02, 12.89it/s]
32/99 0.457G 0.06814 0.06669 0.05682 0.1917 117 416: 29%|##9 | 15/51 [00:01<00:02, 12.89it/s]
32/99 0.457G 0.06819 0.06556 0.05673 0.1905 44 416: 29%|##9 | 15/51 [00:01<00:02, 12.89it/s]
32/99 0.457G 0.06819 0.06556 0.05673 0.1905 44 416: 33%|###3 | 17/51 [00:01<00:02, 11.73it/s]
32/99 0.457G 0.06795 0.06353 0.05709 0.1886 24 416: 33%|###3 | 17/51 [00:01<00:02, 11.73it/s]
32/99 0.457G 0.0674 0.06225 0.05735 0.187 30 416: 33%|###3 | 17/51 [00:01<00:02, 11.73it/s]
32/99 0.457G 0.0674 0.06225 0.05735 0.187 30 416: 37%|###7 | 19/51 [00:01<00:02, 12.39it/s]
32/99 0.457G 0.06713 0.06377 0.0573 0.1882 101 416: 37%|###7 | 19/51 [00:01<00:02, 12.39it/s]
32/99 0.457G 0.06745 0.064 0.0574 0.1889 82 416: 37%|###7 | 19/51 [00:01<00:02, 12.39it/s]
32/99 0.457G 0.06745 0.064 0.0574 0.1889 82 416: 41%|####1 | 21/51 [00:01<00:02, 12.88it/s]
32/99 0.457G 0.06756 0.06345 0.05753 0.1885 56 416: 41%|####1 | 21/51 [00:01<00:02, 12.88it/s]
32/99 0.457G 0.06797 0.06192 0.05759 0.1875 30 416: 41%|####1 | 21/51 [00:01<00:02, 12.88it/s]
32/99 0.457G 0.06797 0.06192 0.05759 0.1875 30 416: 45%|####5 | 23/51 [00:01<00:02, 12.85it/s]
32/99 0.457G 0.06761 0.06128 0.05761 0.1865 40 416: 45%|####5 | 23/51 [00:01<00:02, 12.85it/s]
32/99 0.457G 0.06751 0.06151 0.05767 0.1867 80 416: 45%|####5 | 23/51 [00:01<00:02, 12.85it/s]
32/99 0.457G 0.06751 0.06151 0.05767 0.1867 80 416: 49%|####9 | 25/51 [00:01<00:01, 13.22it/s]
32/99 0.457G 0.06701 0.06091 0.05762 0.1855 38 416: 49%|####9 | 25/51 [00:02<00:01, 13.22it/s]
32/99 0.457G 0.06653 0.05993 0.05781 0.1843 25 416: 49%|####9 | 25/51 [00:02<00:01, 13.22it/s]
32/99 0.457G 0.06653 0.05993 0.05781 0.1843 25 416: 53%|#####2 | 27/51 [00:02<00:01, 13.07it/s]
32/99 0.457G 0.06644 0.06125 0.05772 0.1854 108 416: 53%|#####2 | 27/51 [00:02<00:01, 13.07it/s]
32/99 0.457G 0.06635 0.06066 0.05776 0.1848 42 416: 53%|#####2 | 27/51 [00:02<00:01, 13.07it/s]
32/99 0.457G 0.06635 0.06066 0.05776 0.1848 42 416: 57%|#####6 | 29/51 [00:02<00:01, 13.32it/s]
32/99 0.457G 0.0664 0.06174 0.05773 0.1859 116 416: 57%|#####6 | 29/51 [00:02<00:01, 13.32it/s]
32/99 0.457G 0.06627 0.06062 0.05775 0.1846 16 416: 57%|#####6 | 29/51 [00:02<00:01, 13.32it/s]
32/99 0.457G 0.06627 0.06062 0.05775 0.1846 16 416: 61%|###### | 31/51 [00:02<00:01, 13.15it/s]
32/99 0.457G 0.06664 0.06129 0.05781 0.1857 122 416: 61%|###### | 31/51 [00:02<00:01, 13.15it/s]
32/99 0.457G 0.06677 0.06203 0.05776 0.1866 108 416: 61%|###### | 31/51 [00:02<00:01, 13.15it/s]
32/99 0.457G 0.06677 0.06203 0.05776 0.1866 108 416: 65%|######4 | 33/51 [00:02<00:01, 12.27it/s]
32/99 0.457G 0.06655 0.06189 0.0577 0.1861 56 416: 65%|######4 | 33/51 [00:02<00:01, 12.27it/s]
32/99 0.457G 0.06615 0.06166 0.05774 0.1855 58 416: 65%|######4 | 33/51 [00:02<00:01, 12.27it/s]
32/99 0.457G 0.06615 0.06166 0.05774 0.1855 58 416: 69%|######8 | 35/51 [00:02<00:01, 12.78it/s]
32/99 0.457G 0.06592 0.06196 0.05769 0.1856 93 416: 69%|######8 | 35/51 [00:02<00:01, 12.78it/s]
32/99 0.457G 0.06569 0.06184 0.05771 0.1852 57 416: 69%|######8 | 35/51 [00:02<00:01, 12.78it/s]
32/99 0.457G 0.06569 0.06184 0.05771 0.1852 57 416: 73%|#######2 | 37/51 [00:02<00:01, 12.78it/s]
32/99 0.457G 0.06543 0.06169 0.05777 0.1849 59 416: 73%|#######2 | 37/51 [00:02<00:01, 12.78it/s]
32/99 0.457G 0.06509 0.06097 0.05776 0.1838 30 416: 73%|#######2 | 37/51 [00:03<00:01, 12.78it/s]
32/99 0.457G 0.06509 0.06097 0.05776 0.1838 30 416: 76%|#######6 | 39/51 [00:03<00:00, 13.14it/s]
32/99 0.457G 0.06487 0.06108 0.0578 0.1838 67 416: 76%|#######6 | 39/51 [00:03<00:00, 13.14it/s]
32/99 0.457G 0.06463 0.06156 0.05785 0.184 104 416: 76%|#######6 | 39/51 [00:03<00:00, 13.14it/s]
32/99 0.457G 0.06463 0.06156 0.05785 0.184 104 416: 80%|######## | 41/51 [00:03<00:00, 13.41it/s]
32/99 0.457G 0.06464 0.06208 0.0578 0.1845 104 416: 80%|######## | 41/51 [00:03<00:00, 13.41it/s]
32/99 0.457G 0.06437 0.06214 0.05779 0.1843 79 416: 80%|######## | 41/51 [00:03<00:00, 13.41it/s]
32/99 0.457G 0.06437 0.06214 0.05779 0.1843 79 416: 84%|########4 | 43/51 [00:03<00:00, 13.61it/s]
32/99 0.457G 0.0644 0.06221 0.05783 0.1844 79 416: 84%|########4 | 43/51 [00:03<00:00, 13.61it/s]
32/99 0.457G 0.06436 0.06172 0.05789 0.184 49 416: 84%|########4 | 43/51 [00:03<00:00, 13.61it/s]
32/99 0.457G 0.06436 0.06172 0.05789 0.184 49 416: 88%|########8 | 45/51 [00:03<00:00, 13.33it/s]
32/99 0.457G 0.06404 0.06117 0.05788 0.1831 32 416: 88%|########8 | 45/51 [00:03<00:00, 13.33it/s]
32/99 0.457G 0.06387 0.06132 0.05786 0.1831 81 416: 88%|########8 | 45/51 [00:03<00:00, 13.33it/s]
32/99 0.457G 0.06387 0.06132 0.05786 0.1831 81 416: 92%|#########2| 47/51 [00:03<00:00, 13.61it/s]
32/99 0.457G 0.0633 0.06107 0.05748 0.1819 64 416: 92%|#########2| 47/51 [00:03<00:00, 13.61it/s]
32/99 0.457G 0.063 0.06038 0.05756 0.1809 29 416: 92%|#########2| 47/51 [00:03<00:00, 13.61it/s]
32/99 0.457G 0.063 0.06038 0.05756 0.1809 29 416: 96%|#########6| 49/51 [00:03<00:00, 12.43it/s]
32/99 0.457G 0.06283 0.06039 0.05759 0.1808 75 416: 96%|#########6| 49/51 [00:03<00:00, 12.43it/s]
32/99 0.457G 0.0627 0.06044 0.05759 0.1807 13 416: 96%|#########6| 49/51 [00:03<00:00, 12.43it/s]
32/99 0.457G 0.0627 0.06044 0.05759 0.1807 13 416: 100%|##########| 51/51 [00:03<00:00, 12.52it/s]
32/99 0.457G 0.0627 0.06044 0.05759 0.1807 13 416: 100%|##########| 51/51 [00:03<00:00, 12.76it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.50it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.56it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 10.97it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.57it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
33/99 0.457G 0.05456 0.1059 0.05928 0.2198 117 416: 0%| | 0/51 [00:00<?, ?it/s]
33/99 0.457G 0.05493 0.08719 0.05826 0.2004 65 416: 0%| | 0/51 [00:00<?, ?it/s]
33/99 0.457G 0.05493 0.08719 0.05826 0.2004 65 416: 4%|3 | 2/51 [00:00<00:03, 14.51it/s]
33/99 0.457G 0.05422 0.08163 0.0588 0.1946 75 416: 4%|3 | 2/51 [00:00<00:03, 14.51it/s]
33/99 0.457G 0.05525 0.0734 0.05806 0.1867 59 416: 4%|3 | 2/51 [00:00<00:03, 14.51it/s]
33/99 0.457G 0.05525 0.0734 0.05806 0.1867 59 416: 8%|7 | 4/51 [00:00<00:03, 13.44it/s]
33/99 0.457G 0.05491 0.07572 0.05815 0.1888 68 416: 8%|7 | 4/51 [00:00<00:03, 13.44it/s]
33/99 0.457G 0.05422 0.07399 0.05804 0.1862 60 416: 8%|7 | 4/51 [00:00<00:03, 13.44it/s]
33/99 0.457G 0.05422 0.07399 0.05804 0.1862 60 416: 12%|#1 | 6/51 [00:00<00:03, 13.77it/s]
33/99 0.457G 0.05597 0.07829 0.05841 0.1927 169 416: 12%|#1 | 6/51 [00:00<00:03, 13.77it/s]
33/99 0.457G 0.05695 0.07484 0.05806 0.1899 58 416: 12%|#1 | 6/51 [00:00<00:03, 13.77it/s]
33/99 0.457G 0.05695 0.07484 0.05806 0.1899 58 416: 16%|#5 | 8/51 [00:00<00:03, 13.91it/s]
33/99 0.457G 0.05608 0.06873 0.05811 0.1829 12 416: 16%|#5 | 8/51 [00:00<00:03, 13.91it/s]
33/99 0.457G 0.05583 0.06981 0.05841 0.184 117 416: 16%|#5 | 8/51 [00:00<00:03, 13.91it/s]
33/99 0.457G 0.05583 0.06981 0.05841 0.184 117 416: 20%|#9 | 10/51 [00:00<00:03, 13.48it/s]
33/99 0.457G 0.05565 0.07002 0.05808 0.1838 99 416: 20%|#9 | 10/51 [00:00<00:03, 13.48it/s]
33/99 0.457G 0.05509 0.06703 0.0583 0.1804 41 416: 20%|#9 | 10/51 [00:00<00:03, 13.48it/s]
33/99 0.457G 0.05509 0.06703 0.0583 0.1804 41 416: 24%|##3 | 12/51 [00:00<00:02, 13.70it/s]
33/99 0.457G 0.05454 0.06499 0.05833 0.1779 47 416: 24%|##3 | 12/51 [00:00<00:02, 13.70it/s]
33/99 0.457G 0.05432 0.06382 0.05829 0.1764 42 416: 24%|##3 | 12/51 [00:01<00:02, 13.70it/s]
33/99 0.457G 0.05432 0.06382 0.05829 0.1764 42 416: 27%|##7 | 14/51 [00:01<00:02, 12.94it/s]
33/99 0.457G 0.05434 0.06363 0.05825 0.1762 64 416: 27%|##7 | 14/51 [00:01<00:02, 12.94it/s]
33/99 0.457G 0.05435 0.06253 0.05808 0.175 46 416: 27%|##7 | 14/51 [00:01<00:02, 12.94it/s]
33/99 0.457G 0.05435 0.06253 0.05808 0.175 46 416: 31%|###1 | 16/51 [00:01<00:02, 12.84it/s]
33/99 0.457G 0.05479 0.06499 0.05812 0.1779 137 416: 31%|###1 | 16/51 [00:01<00:02, 12.84it/s]
33/99 0.457G 0.05395 0.0654 0.05704 0.1764 108 416: 31%|###1 | 16/51 [00:01<00:02, 12.84it/s]
33/99 0.457G 0.05395 0.0654 0.05704 0.1764 108 416: 35%|###5 | 18/51 [00:01<00:02, 13.67it/s]
33/99 0.457G 0.05416 0.06581 0.05707 0.177 72 416: 35%|###5 | 18/51 [00:01<00:02, 13.67it/s]
33/99 0.457G 0.05377 0.06626 0.05701 0.177 87 416: 35%|###5 | 18/51 [00:01<00:02, 13.67it/s]
33/99 0.457G 0.05377 0.06626 0.05701 0.177 87 416: 39%|###9 | 20/51 [00:01<00:02, 13.37it/s]
33/99 0.457G 0.05382 0.06522 0.05734 0.1764 59 416: 39%|###9 | 20/51 [00:01<00:02, 13.37it/s]
33/99 0.457G 0.05353 0.06459 0.05745 0.1756 59 416: 39%|###9 | 20/51 [00:01<00:02, 13.37it/s]
33/99 0.457G 0.05353 0.06459 0.05745 0.1756 59 416: 43%|####3 | 22/51 [00:01<00:02, 13.74it/s]
33/99 0.457G 0.05368 0.0653 0.05743 0.1764 83 416: 43%|####3 | 22/51 [00:01<00:02, 13.74it/s]
33/99 0.457G 0.05377 0.06398 0.05763 0.1754 35 416: 43%|####3 | 22/51 [00:01<00:02, 13.74it/s]
33/99 0.457G 0.05377 0.06398 0.05763 0.1754 35 416: 47%|####7 | 24/51 [00:01<00:02, 13.00it/s]
33/99 0.457G 0.05361 0.06253 0.05776 0.1739 24 416: 47%|####7 | 24/51 [00:01<00:02, 13.00it/s]
33/99 0.457G 0.05392 0.06374 0.05775 0.1754 148 416: 47%|####7 | 24/51 [00:01<00:02, 13.00it/s]
33/99 0.457G 0.05392 0.06374 0.05775 0.1754 148 416: 51%|##### | 26/51 [00:01<00:01, 13.34it/s]
33/99 0.457G 0.0541 0.06433 0.0578 0.1762 94 416: 51%|##### | 26/51 [00:02<00:01, 13.34it/s]
33/99 0.457G 0.05317 0.06429 0.05702 0.1745 87 416: 51%|##### | 26/51 [00:02<00:01, 13.34it/s]
33/99 0.457G 0.05317 0.06429 0.05702 0.1745 87 416: 55%|#####4 | 28/51 [00:02<00:01, 13.51it/s]
33/99 0.457G 0.05336 0.06472 0.0571 0.1752 73 416: 55%|#####4 | 28/51 [00:02<00:01, 13.51it/s]
33/99 0.457G 0.05335 0.06446 0.05712 0.1749 48 416: 55%|#####4 | 28/51 [00:02<00:01, 13.51it/s]
33/99 0.457G 0.05335 0.06446 0.05712 0.1749 48 416: 59%|#####8 | 30/51 [00:02<00:01, 12.49it/s]
33/99 0.457G 0.05317 0.0656 0.05647 0.1752 155 416: 59%|#####8 | 30/51 [00:02<00:01, 12.49it/s]
33/99 0.457G 0.05293 0.06619 0.05654 0.1757 92 416: 59%|#####8 | 30/51 [00:02<00:01, 12.49it/s]
33/99 0.457G 0.05293 0.06619 0.05654 0.1757 92 416: 63%|######2 | 32/51 [00:02<00:01, 13.36it/s]
33/99 0.457G 0.053 0.06523 0.05653 0.1748 38 416: 63%|######2 | 32/51 [00:02<00:01, 13.36it/s]
33/99 0.457G 0.05288 0.06517 0.05639 0.1744 89 416: 63%|######2 | 32/51 [00:02<00:01, 13.36it/s]
33/99 0.457G 0.05288 0.06517 0.05639 0.1744 89 416: 67%|######6 | 34/51 [00:02<00:01, 13.60it/s]
33/99 0.457G 0.05279 0.06459 0.05644 0.1738 45 416: 67%|######6 | 34/51 [00:02<00:01, 13.60it/s]
33/99 0.457G 0.05271 0.06584 0.05654 0.1751 129 416: 67%|######6 | 34/51 [00:02<00:01, 13.60it/s]
33/99 0.457G 0.05271 0.06584 0.05654 0.1751 129 416: 71%|####### | 36/51 [00:02<00:01, 13.76it/s]
33/99 0.457G 0.05289 0.06627 0.05658 0.1757 105 416: 71%|####### | 36/51 [00:02<00:01, 13.76it/s]
33/99 0.457G 0.0527 0.06581 0.05657 0.1751 38 416: 71%|####### | 36/51 [00:02<00:01, 13.76it/s]
33/99 0.457G 0.0527 0.06581 0.05657 0.1751 38 416: 75%|#######4 | 38/51 [00:02<00:00, 13.44it/s]
33/99 0.457G 0.05283 0.06637 0.05664 0.1758 114 416: 75%|#######4 | 38/51 [00:02<00:00, 13.44it/s]
33/99 0.457G 0.05295 0.06556 0.05667 0.1752 34 416: 75%|#######4 | 38/51 [00:02<00:00, 13.44it/s]
33/99 0.457G 0.05295 0.06556 0.05667 0.1752 34 416: 78%|#######8 | 40/51 [00:02<00:00, 13.65it/s]
33/99 0.457G 0.0528 0.06522 0.05662 0.1746 63 416: 78%|#######8 | 40/51 [00:03<00:00, 13.65it/s]
33/99 0.457G 0.05273 0.06492 0.05665 0.1743 50 416: 78%|#######8 | 40/51 [00:03<00:00, 13.65it/s]
33/99 0.457G 0.05273 0.06492 0.05665 0.1743 50 416: 82%|########2 | 42/51 [00:03<00:00, 13.72it/s]
33/99 0.457G 0.05277 0.06545 0.05664 0.1749 119 416: 82%|########2 | 42/51 [00:03<00:00, 13.72it/s]
33/99 0.457G 0.05272 0.06533 0.05659 0.1746 62 416: 82%|########2 | 42/51 [00:03<00:00, 13.72it/s]
33/99 0.457G 0.05272 0.06533 0.05659 0.1746 62 416: 86%|########6 | 44/51 [00:03<00:00, 13.86it/s]
33/99 0.457G 0.05286 0.06537 0.05652 0.1747 89 416: 86%|########6 | 44/51 [00:03<00:00, 13.86it/s]
33/99 0.457G 0.05288 0.06569 0.05658 0.1752 105 416: 86%|########6 | 44/51 [00:03<00:00, 13.86it/s]
33/99 0.457G 0.05288 0.06569 0.05658 0.1752 105 416: 90%|######### | 46/51 [00:03<00:00, 13.50it/s]
33/99 0.457G 0.05291 0.06503 0.05652 0.1745 30 416: 90%|######### | 46/51 [00:03<00:00, 13.50it/s]
33/99 0.457G 0.05308 0.06511 0.05655 0.1747 94 416: 90%|######### | 46/51 [00:03<00:00, 13.50it/s]
33/99 0.457G 0.05308 0.06511 0.05655 0.1747 94 416: 94%|#########4| 48/51 [00:03<00:00, 13.42it/s]
33/99 0.457G 0.05321 0.06494 0.05655 0.1747 42 416: 94%|#########4| 48/51 [00:03<00:00, 13.42it/s]
33/99 0.457G 0.05329 0.06452 0.05653 0.1743 44 416: 94%|#########4| 48/51 [00:03<00:00, 13.42it/s]
33/99 0.457G 0.05329 0.06452 0.05653 0.1743 44 416: 98%|#########8| 50/51 [00:03<00:00, 13.66it/s]
33/99 0.457G 0.05304 0.06346 0.05586 0.1724 1 416: 98%|#########8| 50/51 [00:03<00:00, 13.66it/s]
33/99 0.457G 0.05304 0.06346 0.05586 0.1724 1 416: 100%|##########| 51/51 [00:03<00:00, 13.53it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.99it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.05it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.33it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.43it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.15it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
34/99 0.457G 0.04133 0.05653 0.03582 0.1337 79 416: 0%| | 0/51 [00:00<?, ?it/s]
34/99 0.457G 0.05287 0.08258 0.0474 0.1828 113 416: 0%| | 0/51 [00:00<?, ?it/s]
34/99 0.457G 0.05287 0.08258 0.0474 0.1828 113 416: 4%|3 | 2/51 [00:00<00:03, 14.26it/s]
34/99 0.457G 0.05312 0.06963 0.05103 0.1738 57 416: 4%|3 | 2/51 [00:00<00:03, 14.26it/s]
34/99 0.457G 0.05108 0.05599 0.0531 0.1602 4 416: 4%|3 | 2/51 [00:00<00:03, 14.26it/s]
34/99 0.457G 0.05108 0.05599 0.0531 0.1602 4 416: 8%|7 | 4/51 [00:00<00:03, 13.39it/s]
34/99 0.457G 0.0527 0.05867 0.0543 0.1657 93 416: 8%|7 | 4/51 [00:00<00:03, 13.39it/s]
34/99 0.457G 0.05292 0.06164 0.05486 0.1694 86 416: 8%|7 | 4/51 [00:00<00:03, 13.39it/s]
34/99 0.457G 0.05292 0.06164 0.05486 0.1694 86 416: 12%|#1 | 6/51 [00:00<00:03, 13.69it/s]
34/99 0.457G 0.05249 0.06002 0.05478 0.1673 59 416: 12%|#1 | 6/51 [00:00<00:03, 13.69it/s]
34/99 0.457G 0.0528 0.05944 0.05528 0.1675 52 416: 12%|#1 | 6/51 [00:00<00:03, 13.69it/s]
34/99 0.457G 0.0528 0.05944 0.05528 0.1675 52 416: 16%|#5 | 8/51 [00:00<00:03, 13.51it/s]
34/99 0.457G 0.05286 0.05754 0.0553 0.1657 46 416: 16%|#5 | 8/51 [00:00<00:03, 13.51it/s]
34/99 0.457G 0.05301 0.05784 0.05565 0.1665 76 416: 16%|#5 | 8/51 [00:00<00:03, 13.51it/s]
34/99 0.457G 0.05301 0.05784 0.05565 0.1665 76 416: 20%|#9 | 10/51 [00:00<00:03, 13.58it/s]
34/99 0.457G 0.05246 0.05563 0.05574 0.1638 32 416: 20%|#9 | 10/51 [00:00<00:03, 13.58it/s]
34/99 0.457G 0.05179 0.05478 0.05581 0.1624 58 416: 20%|#9 | 10/51 [00:00<00:03, 13.58it/s]
34/99 0.457G 0.05179 0.05478 0.05581 0.1624 58 416: 24%|##3 | 12/51 [00:00<00:03, 12.83it/s]
34/99 0.457G 0.0523 0.05907 0.0559 0.1673 89 416: 24%|##3 | 12/51 [00:00<00:03, 12.83it/s]
34/99 0.457G 0.05179 0.06038 0.05586 0.168 89 416: 24%|##3 | 12/51 [00:01<00:03, 12.83it/s]
34/99 0.457G 0.05179 0.06038 0.05586 0.168 89 416: 27%|##7 | 14/51 [00:01<00:02, 12.81it/s]
34/99 0.457G 0.05141 0.05953 0.0561 0.167 48 416: 27%|##7 | 14/51 [00:01<00:02, 12.81it/s]
34/99 0.457G 0.05131 0.06069 0.05632 0.1683 101 416: 27%|##7 | 14/51 [00:01<00:02, 12.81it/s]
34/99 0.457G 0.05131 0.06069 0.05632 0.1683 101 416: 31%|###1 | 16/51 [00:01<00:02, 13.21it/s]
34/99 0.457G 0.05008 0.06139 0.05518 0.1666 92 416: 31%|###1 | 16/51 [00:01<00:02, 13.21it/s]
34/99 0.457G 0.04987 0.06126 0.05523 0.1664 64 416: 31%|###1 | 16/51 [00:01<00:02, 13.21it/s]
34/99 0.457G 0.04987 0.06126 0.05523 0.1664 64 416: 35%|###5 | 18/51 [00:01<00:02, 13.50it/s]
34/99 0.457G 0.04997 0.06266 0.05544 0.1681 117 416: 35%|###5 | 18/51 [00:01<00:02, 13.50it/s]
34/99 0.457G 0.04982 0.06295 0.05554 0.1683 59 416: 35%|###5 | 18/51 [00:01<00:02, 13.50it/s]
34/99 0.457G 0.04982 0.06295 0.05554 0.1683 59 416: 39%|###9 | 20/51 [00:01<00:02, 12.89it/s]
34/99 0.457G 0.04967 0.06178 0.05556 0.167 42 416: 39%|###9 | 20/51 [00:01<00:02, 12.89it/s]
34/99 0.457G 0.04952 0.06125 0.05556 0.1663 49 416: 39%|###9 | 20/51 [00:01<00:02, 12.89it/s]
34/99 0.457G 0.04952 0.06125 0.05556 0.1663 49 416: 43%|####3 | 22/51 [00:01<00:02, 13.20it/s]
34/99 0.457G 0.04951 0.06026 0.05551 0.1653 38 416: 43%|####3 | 22/51 [00:01<00:02, 13.20it/s]
34/99 0.457G 0.04925 0.05941 0.05548 0.1641 34 416: 43%|####3 | 22/51 [00:01<00:02, 13.20it/s]
34/99 0.457G 0.04925 0.05941 0.05548 0.1641 34 416: 47%|####7 | 24/51 [00:01<00:02, 13.49it/s]
34/99 0.457G 0.04944 0.05901 0.05558 0.164 62 416: 47%|####7 | 24/51 [00:01<00:02, 13.49it/s]
34/99 0.457G 0.04944 0.05918 0.05495 0.1636 112 416: 47%|####7 | 24/51 [00:01<00:02, 13.49it/s]
34/99 0.457G 0.04944 0.05918 0.05495 0.1636 112 416: 51%|##### | 26/51 [00:01<00:01, 13.65it/s]
34/99 0.457G 0.04948 0.05822 0.05501 0.1627 31 416: 51%|##### | 26/51 [00:02<00:01, 13.65it/s]
34/99 0.457G 0.04886 0.05776 0.05444 0.1611 58 416: 51%|##### | 26/51 [00:02<00:01, 13.65it/s]
34/99 0.457G 0.04886 0.05776 0.05444 0.1611 58 416: 55%|#####4 | 28/51 [00:02<00:01, 12.95it/s]
34/99 0.457G 0.04895 0.05858 0.05457 0.1621 116 416: 55%|#####4 | 28/51 [00:02<00:01, 12.95it/s]
34/99 0.457G 0.04914 0.05918 0.0547 0.163 89 416: 55%|#####4 | 28/51 [00:02<00:01, 12.95it/s]
34/99 0.457G 0.04914 0.05918 0.0547 0.163 89 416: 59%|#####8 | 30/51 [00:02<00:01, 12.40it/s]
34/99 0.457G 0.04945 0.0585 0.05475 0.1627 51 416: 59%|#####8 | 30/51 [00:02<00:01, 12.40it/s]
34/99 0.457G 0.04921 0.05727 0.0551 0.1616 6 416: 59%|#####8 | 30/51 [00:02<00:01, 12.40it/s]
34/99 0.457G 0.04921 0.05727 0.0551 0.1616 6 416: 63%|######2 | 32/51 [00:02<00:01, 11.57it/s]
34/99 0.457G 0.04925 0.05802 0.05507 0.1623 92 416: 63%|######2 | 32/51 [00:02<00:01, 11.57it/s]
34/99 0.457G 0.04924 0.05779 0.05504 0.1621 55 416: 63%|######2 | 32/51 [00:02<00:01, 11.57it/s]
34/99 0.457G 0.04924 0.05779 0.05504 0.1621 55 416: 67%|######6 | 34/51 [00:02<00:01, 12.13it/s]
34/99 0.457G 0.04935 0.05839 0.05512 0.1629 91 416: 67%|######6 | 34/51 [00:02<00:01, 12.13it/s]
34/99 0.457G 0.0494 0.05874 0.05523 0.1634 101 416: 67%|######6 | 34/51 [00:02<00:01, 12.13it/s]
34/99 0.457G 0.0494 0.05874 0.05523 0.1634 101 416: 71%|####### | 36/51 [00:02<00:01, 12.68it/s]
34/99 0.457G 0.0494 0.05919 0.05528 0.1639 77 416: 71%|####### | 36/51 [00:02<00:01, 12.68it/s]
34/99 0.457G 0.04944 0.0604 0.05534 0.1652 125 416: 71%|####### | 36/51 [00:02<00:01, 12.68it/s]
34/99 0.457G 0.04944 0.0604 0.05534 0.1652 125 416: 75%|#######4 | 38/51 [00:02<00:00, 13.09it/s]
34/99 0.457G 0.04957 0.05999 0.05536 0.1649 64 416: 75%|#######4 | 38/51 [00:03<00:00, 13.09it/s]
34/99 0.457G 0.04974 0.06081 0.05545 0.166 110 416: 75%|#######4 | 38/51 [00:03<00:00, 13.09it/s]
34/99 0.457G 0.04974 0.06081 0.05545 0.166 110 416: 78%|#######8 | 40/51 [00:03<00:00, 12.99it/s]
34/99 0.457G 0.04977 0.06122 0.05549 0.1665 81 416: 78%|#######8 | 40/51 [00:03<00:00, 12.99it/s]
34/99 0.457G 0.0499 0.06127 0.05551 0.1667 98 416: 78%|#######8 | 40/51 [00:03<00:00, 12.99it/s]
34/99 0.457G 0.0499 0.06127 0.05551 0.1667 98 416: 82%|########2 | 42/51 [00:03<00:00, 12.92it/s]
34/99 0.457G 0.04986 0.06109 0.05553 0.1665 55 416: 82%|########2 | 42/51 [00:03<00:00, 12.92it/s]
34/99 0.457G 0.05048 0.06122 0.05546 0.1672 111 416: 82%|########2 | 42/51 [00:03<00:00, 12.92it/s]
34/99 0.457G 0.05048 0.06122 0.05546 0.1672 111 416: 86%|########6 | 44/51 [00:03<00:00, 11.31it/s]
34/99 0.457G 0.05043 0.06145 0.05548 0.1674 73 416: 86%|########6 | 44/51 [00:03<00:00, 11.31it/s]
34/99 0.457G 0.05038 0.06082 0.05556 0.1668 24 416: 86%|########6 | 44/51 [00:03<00:00, 11.31it/s]
34/99 0.457G 0.05038 0.06082 0.05556 0.1668 24 416: 90%|######### | 46/51 [00:03<00:00, 11.06it/s]
34/99 0.457G 0.05043 0.0609 0.05561 0.1669 72 416: 90%|######### | 46/51 [00:03<00:00, 11.06it/s]
34/99 0.457G 0.05043 0.06049 0.05565 0.1666 42 416: 90%|######### | 46/51 [00:03<00:00, 11.06it/s]
34/99 0.457G 0.05043 0.06049 0.05565 0.1666 42 416: 94%|#########4| 48/51 [00:03<00:00, 11.83it/s]
34/99 0.457G 0.05051 0.06043 0.05568 0.1666 60 416: 94%|#########4| 48/51 [00:03<00:00, 11.83it/s]
34/99 0.457G 0.05083 0.06007 0.05569 0.1666 61 416: 94%|#########4| 48/51 [00:03<00:00, 11.83it/s]
34/99 0.457G 0.05083 0.06007 0.05569 0.1666 61 416: 98%|#########8| 50/51 [00:03<00:00, 12.55it/s]
34/99 0.457G 0.051 0.05924 0.05519 0.1654 1 416: 98%|#########8| 50/51 [00:03<00:00, 12.55it/s]
34/99 0.457G 0.051 0.05924 0.05519 0.1654 1 416: 100%|##########| 51/51 [00:03<00:00, 12.76it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.97it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.89it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.78it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.55it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
35/99 0.457G 0.05574 0.0239 0.05962 0.1393 14 416: 0%| | 0/51 [00:00<?, ?it/s]
35/99 0.457G 0.05612 0.04517 0.05915 0.1604 59 416: 0%| | 0/51 [00:00<?, ?it/s]
35/99 0.457G 0.05612 0.04517 0.05915 0.1604 59 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
35/99 0.457G 0.05492 0.05432 0.05773 0.167 91 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
35/99 0.457G 0.05315 0.05042 0.05719 0.1608 40 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
35/99 0.457G 0.05315 0.05042 0.05719 0.1608 40 416: 8%|7 | 4/51 [00:00<00:03, 13.30it/s]
35/99 0.457G 0.05314 0.05257 0.05739 0.1631 80 416: 8%|7 | 4/51 [00:00<00:03, 13.30it/s]
35/99 0.457G 0.05345 0.06415 0.05755 0.1751 131 416: 8%|7 | 4/51 [00:00<00:03, 13.30it/s]
35/99 0.457G 0.05345 0.06415 0.05755 0.1751 131 416: 12%|#1 | 6/51 [00:00<00:03, 13.60it/s]
35/99 0.457G 0.05272 0.06443 0.05748 0.1746 59 416: 12%|#1 | 6/51 [00:00<00:03, 13.60it/s]
35/99 0.457G 0.05125 0.06471 0.05501 0.171 102 416: 12%|#1 | 6/51 [00:00<00:03, 13.60it/s]
35/99 0.457G 0.05125 0.06471 0.05501 0.171 102 416: 16%|#5 | 8/51 [00:00<00:03, 12.74it/s]
35/99 0.457G 0.05005 0.06014 0.05317 0.1634 23 416: 16%|#5 | 8/51 [00:00<00:03, 12.74it/s]
35/99 0.457G 0.04913 0.057 0.05344 0.1596 25 416: 16%|#5 | 8/51 [00:00<00:03, 12.74it/s]
35/99 0.457G 0.04913 0.057 0.05344 0.1596 25 416: 20%|#9 | 10/51 [00:00<00:03, 12.74it/s]
35/99 0.457G 0.04923 0.05862 0.05375 0.1616 102 416: 20%|#9 | 10/51 [00:00<00:03, 12.74it/s]
35/99 0.457G 0.04876 0.05737 0.05401 0.1601 33 416: 20%|#9 | 10/51 [00:00<00:03, 12.74it/s]
35/99 0.457G 0.04876 0.05737 0.05401 0.1601 33 416: 24%|##3 | 12/51 [00:00<00:03, 12.74it/s]
35/99 0.457G 0.04882 0.05691 0.05421 0.1599 69 416: 24%|##3 | 12/51 [00:01<00:03, 12.74it/s]
35/99 0.457G 0.04886 0.05825 0.05428 0.1614 90 416: 24%|##3 | 12/51 [00:01<00:03, 12.74it/s]
35/99 0.457G 0.04886 0.05825 0.05428 0.1614 90 416: 27%|##7 | 14/51 [00:01<00:02, 12.75it/s]
35/99 0.457G 0.04854 0.05901 0.05443 0.162 88 416: 27%|##7 | 14/51 [00:01<00:02, 12.75it/s]
35/99 0.457G 0.04886 0.0594 0.0546 0.1629 86 416: 27%|##7 | 14/51 [00:01<00:02, 12.75it/s]
35/99 0.457G 0.04886 0.0594 0.0546 0.1629 86 416: 31%|###1 | 16/51 [00:01<00:02, 13.16it/s]
35/99 0.457G 0.04885 0.06021 0.05448 0.1635 104 416: 31%|###1 | 16/51 [00:01<00:02, 13.16it/s]
35/99 0.457G 0.04854 0.05914 0.05446 0.1621 46 416: 31%|###1 | 16/51 [00:01<00:02, 13.16it/s]
35/99 0.457G 0.04854 0.05914 0.05446 0.1621 46 416: 35%|###5 | 18/51 [00:01<00:02, 13.37it/s]
35/99 0.457G 0.04808 0.05853 0.05462 0.1612 54 416: 35%|###5 | 18/51 [00:01<00:02, 13.37it/s]
35/99 0.457G 0.04786 0.05823 0.05473 0.1608 61 416: 35%|###5 | 18/51 [00:01<00:02, 13.37it/s]
35/99 0.457G 0.04786 0.05823 0.05473 0.1608 61 416: 39%|###9 | 20/51 [00:01<00:02, 13.17it/s]
35/99 0.457G 0.04782 0.05797 0.05501 0.1608 67 416: 39%|###9 | 20/51 [00:01<00:02, 13.17it/s]
35/99 0.457G 0.04852 0.05732 0.05516 0.161 61 416: 39%|###9 | 20/51 [00:01<00:02, 13.17it/s]
35/99 0.457G 0.04852 0.05732 0.05516 0.161 61 416: 43%|####3 | 22/51 [00:01<00:02, 13.46it/s]
35/99 0.457G 0.04828 0.05661 0.05516 0.16 46 416: 43%|####3 | 22/51 [00:01<00:02, 13.46it/s]
35/99 0.457G 0.04817 0.05633 0.05498 0.1595 65 416: 43%|####3 | 22/51 [00:01<00:02, 13.46it/s]
35/99 0.457G 0.04817 0.05633 0.05498 0.1595 65 416: 47%|####7 | 24/51 [00:01<00:02, 12.83it/s]
35/99 0.457G 0.04782 0.05734 0.05434 0.1595 121 416: 47%|####7 | 24/51 [00:01<00:02, 12.83it/s]
35/99 0.457G 0.04824 0.05728 0.05445 0.16 74 416: 47%|####7 | 24/51 [00:01<00:02, 12.83it/s]
35/99 0.457G 0.04824 0.05728 0.05445 0.16 74 416: 51%|##### | 26/51 [00:01<00:01, 13.21it/s]
35/99 0.457G 0.04872 0.05642 0.05454 0.1597 25 416: 51%|##### | 26/51 [00:02<00:01, 13.21it/s]
35/99 0.457G 0.04909 0.05763 0.05462 0.1613 105 416: 51%|##### | 26/51 [00:02<00:01, 13.21it/s]
35/99 0.457G 0.04909 0.05763 0.05462 0.1613 105 416: 55%|#####4 | 28/51 [00:02<00:01, 13.06it/s]
35/99 0.457G 0.04927 0.05867 0.05474 0.1627 99 416: 55%|#####4 | 28/51 [00:02<00:01, 13.06it/s]
35/99 0.457G 0.04949 0.05839 0.05474 0.1626 63 416: 55%|#####4 | 28/51 [00:02<00:01, 13.06it/s]
35/99 0.457G 0.04949 0.05839 0.05474 0.1626 63 416: 59%|#####8 | 30/51 [00:02<00:01, 13.38it/s]
35/99 0.457G 0.0498 0.05833 0.05486 0.163 55 416: 59%|#####8 | 30/51 [00:02<00:01, 13.38it/s]
35/99 0.457G 0.05022 0.05801 0.0549 0.1631 52 416: 59%|#####8 | 30/51 [00:02<00:01, 13.38it/s]
35/99 0.457G 0.05022 0.05801 0.0549 0.1631 52 416: 63%|######2 | 32/51 [00:02<00:01, 13.17it/s]
35/99 0.457G 0.05019 0.05761 0.05487 0.1627 55 416: 63%|######2 | 32/51 [00:02<00:01, 13.17it/s]
35/99 0.457G 0.05021 0.05817 0.05487 0.1632 106 416: 63%|######2 | 32/51 [00:02<00:01, 13.17it/s]
35/99 0.457G 0.05021 0.05817 0.05487 0.1632 106 416: 67%|######6 | 34/51 [00:02<00:01, 13.23it/s]
35/99 0.457G 0.05002 0.0583 0.05442 0.1627 98 416: 67%|######6 | 34/51 [00:02<00:01, 13.23it/s]
35/99 0.457G 0.0503 0.0596 0.05456 0.1645 121 416: 67%|######6 | 34/51 [00:02<00:01, 13.23it/s]
35/99 0.457G 0.0503 0.0596 0.05456 0.1645 121 416: 71%|####### | 36/51 [00:02<00:01, 13.50it/s]
35/99 0.457G 0.05064 0.05957 0.05465 0.1649 64 416: 71%|####### | 36/51 [00:02<00:01, 13.50it/s]
35/99 0.457G 0.05087 0.06047 0.05477 0.1661 120 416: 71%|####### | 36/51 [00:02<00:01, 13.50it/s]
35/99 0.457G 0.05087 0.06047 0.05477 0.1661 120 416: 75%|#######4 | 38/51 [00:02<00:00, 13.69it/s]
35/99 0.457G 0.05111 0.05991 0.0548 0.1658 43 416: 75%|#######4 | 38/51 [00:02<00:00, 13.69it/s]
35/99 0.457G 0.05145 0.05976 0.05488 0.1661 73 416: 75%|#######4 | 38/51 [00:03<00:00, 13.69it/s]
35/99 0.457G 0.05145 0.05976 0.05488 0.1661 73 416: 78%|#######8 | 40/51 [00:03<00:00, 12.98it/s]
35/99 0.457G 0.05147 0.05937 0.0549 0.1657 45 416: 78%|#######8 | 40/51 [00:03<00:00, 12.98it/s]
35/99 0.457G 0.0514 0.05929 0.05489 0.1656 61 416: 78%|#######8 | 40/51 [00:03<00:00, 12.98it/s]
35/99 0.457G 0.0514 0.05929 0.05489 0.1656 61 416: 82%|########2 | 42/51 [00:03<00:00, 12.54it/s]
35/99 0.457G 0.05147 0.06067 0.05493 0.1671 125 416: 82%|########2 | 42/51 [00:03<00:00, 12.54it/s]
35/99 0.457G 0.05153 0.06071 0.05488 0.1671 74 416: 82%|########2 | 42/51 [00:03<00:00, 12.54it/s]
35/99 0.457G 0.05153 0.06071 0.05488 0.1671 74 416: 86%|########6 | 44/51 [00:03<00:00, 12.95it/s]
35/99 0.457G 0.05168 0.06042 0.05483 0.1669 67 416: 86%|########6 | 44/51 [00:03<00:00, 12.95it/s]
35/99 0.457G 0.05174 0.06004 0.05489 0.1667 44 416: 86%|########6 | 44/51 [00:03<00:00, 12.95it/s]
35/99 0.457G 0.05174 0.06004 0.05489 0.1667 44 416: 90%|######### | 46/51 [00:03<00:00, 13.29it/s]
35/99 0.457G 0.05171 0.06121 0.0549 0.1678 128 416: 90%|######### | 46/51 [00:03<00:00, 13.29it/s]
35/99 0.457G 0.05177 0.06177 0.05487 0.1684 121 416: 90%|######### | 46/51 [00:03<00:00, 13.29it/s]
35/99 0.457G 0.05177 0.06177 0.05487 0.1684 121 416: 94%|#########4| 48/51 [00:03<00:00, 13.12it/s]
35/99 0.457G 0.05212 0.06162 0.05486 0.1686 76 416: 94%|#########4| 48/51 [00:03<00:00, 13.12it/s]
35/99 0.457G 0.05264 0.0611 0.05486 0.1686 45 416: 94%|#########4| 48/51 [00:03<00:00, 13.12it/s]
35/99 0.457G 0.05264 0.0611 0.05486 0.1686 45 416: 98%|#########8| 50/51 [00:03<00:00, 13.42it/s]
35/99 0.457G 0.05255 0.06106 0.05487 0.1685 18 416: 98%|#########8| 50/51 [00:03<00:00, 13.42it/s]
35/99 0.457G 0.05255 0.06106 0.05487 0.1685 18 416: 100%|##########| 51/51 [00:03<00:00, 13.16it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.98it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.03it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.07it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.79it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
36/99 0.457G 0.08132 0.04203 0.06731 0.1907 59 416: 0%| | 0/51 [00:00<?, ?it/s]
36/99 0.457G 0.0685 0.06685 0.0621 0.1975 109 416: 0%| | 0/51 [00:00<?, ?it/s]
36/99 0.457G 0.0685 0.06685 0.0621 0.1975 109 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
36/99 0.457G 0.06385 0.0589 0.0603 0.183 42 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
36/99 0.457G 0.06397 0.04852 0.0605 0.173 13 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
36/99 0.457G 0.06397 0.04852 0.0605 0.173 13 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
36/99 0.457G 0.06429 0.05066 0.05971 0.1747 76 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
36/99 0.457G 0.06553 0.05048 0.05973 0.1757 71 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
36/99 0.457G 0.06553 0.05048 0.05973 0.1757 71 416: 12%|#1 | 6/51 [00:00<00:03, 12.53it/s]
36/99 0.457G 0.06456 0.05153 0.05977 0.1759 63 416: 12%|#1 | 6/51 [00:00<00:03, 12.53it/s]
36/99 0.457G 0.06255 0.05438 0.05935 0.1763 74 416: 12%|#1 | 6/51 [00:00<00:03, 12.53it/s]
36/99 0.457G 0.06255 0.05438 0.05935 0.1763 74 416: 16%|#5 | 8/51 [00:00<00:03, 13.14it/s]
36/99 0.457G 0.06189 0.05209 0.05895 0.1729 32 416: 16%|#5 | 8/51 [00:00<00:03, 13.14it/s]
36/99 0.457G 0.06074 0.05413 0.05841 0.1733 85 416: 16%|#5 | 8/51 [00:00<00:03, 13.14it/s]
36/99 0.457G 0.06074 0.05413 0.05841 0.1733 85 416: 20%|#9 | 10/51 [00:00<00:03, 12.99it/s]
36/99 0.457G 0.06085 0.0554 0.05846 0.1747 88 416: 20%|#9 | 10/51 [00:00<00:03, 12.99it/s]
36/99 0.457G 0.06059 0.05327 0.0585 0.1724 33 416: 20%|#9 | 10/51 [00:00<00:03, 12.99it/s]
36/99 0.457G 0.06059 0.05327 0.0585 0.1724 33 416: 24%|##3 | 12/51 [00:00<00:03, 12.93it/s]
36/99 0.457G 0.06156 0.0537 0.0583 0.1736 96 416: 24%|##3 | 12/51 [00:01<00:03, 12.93it/s]
36/99 0.457G 0.06103 0.05598 0.05808 0.1751 96 416: 24%|##3 | 12/51 [00:01<00:03, 12.93it/s]
36/99 0.457G 0.06103 0.05598 0.05808 0.1751 96 416: 27%|##7 | 14/51 [00:01<00:02, 12.86it/s]
36/99 0.457G 0.06092 0.05798 0.05804 0.1769 105 416: 27%|##7 | 14/51 [00:01<00:02, 12.86it/s]
36/99 0.457G 0.06042 0.05804 0.05802 0.1765 54 416: 27%|##7 | 14/51 [00:01<00:02, 12.86it/s]
36/99 0.457G 0.06042 0.05804 0.05802 0.1765 54 416: 31%|###1 | 16/51 [00:01<00:02, 13.26it/s]
36/99 0.457G 0.06018 0.05889 0.05798 0.177 78 416: 31%|###1 | 16/51 [00:01<00:02, 13.26it/s]
36/99 0.457G 0.06073 0.06052 0.05776 0.179 138 416: 31%|###1 | 16/51 [00:01<00:02, 13.26it/s]
36/99 0.457G 0.06073 0.06052 0.05776 0.179 138 416: 35%|###5 | 18/51 [00:01<00:02, 13.09it/s]
36/99 0.457G 0.06011 0.05969 0.05779 0.1776 36 416: 35%|###5 | 18/51 [00:01<00:02, 13.09it/s]
36/99 0.457G 0.05993 0.05912 0.05792 0.177 41 416: 35%|###5 | 18/51 [00:01<00:02, 13.09it/s]
36/99 0.457G 0.05993 0.05912 0.05792 0.177 41 416: 39%|###9 | 20/51 [00:01<00:02, 13.38it/s]
36/99 0.457G 0.05978 0.05995 0.05781 0.1775 93 416: 39%|###9 | 20/51 [00:01<00:02, 13.38it/s]
36/99 0.457G 0.05959 0.05925 0.05778 0.1766 41 416: 39%|###9 | 20/51 [00:01<00:02, 13.38it/s]
36/99 0.457G 0.05959 0.05925 0.05778 0.1766 41 416: 43%|####3 | 22/51 [00:01<00:02, 12.86it/s]
36/99 0.457G 0.0592 0.05931 0.05767 0.1762 83 416: 43%|####3 | 22/51 [00:01<00:02, 12.86it/s]
36/99 0.457G 0.05902 0.06019 0.05765 0.1769 86 416: 43%|####3 | 22/51 [00:01<00:02, 12.86it/s]
36/99 0.457G 0.05902 0.06019 0.05765 0.1769 86 416: 47%|####7 | 24/51 [00:01<00:02, 12.83it/s]
36/99 0.457G 0.05862 0.06103 0.0576 0.1772 89 416: 47%|####7 | 24/51 [00:01<00:02, 12.83it/s]
36/99 0.457G 0.05823 0.06172 0.05749 0.1774 90 416: 47%|####7 | 24/51 [00:01<00:02, 12.83it/s]
36/99 0.457G 0.05823 0.06172 0.05749 0.1774 90 416: 51%|##### | 26/51 [00:01<00:01, 13.21it/s]
36/99 0.457G 0.05824 0.06068 0.05763 0.1766 34 416: 51%|##### | 26/51 [00:02<00:01, 13.21it/s]
36/99 0.457G 0.05831 0.06017 0.05754 0.176 69 416: 51%|##### | 26/51 [00:02<00:01, 13.21it/s]
36/99 0.457G 0.05831 0.06017 0.05754 0.176 69 416: 55%|#####4 | 28/51 [00:02<00:01, 13.49it/s]
36/99 0.457G 0.05883 0.0594 0.05777 0.176 54 416: 55%|#####4 | 28/51 [00:02<00:01, 13.49it/s]
36/99 0.457G 0.05852 0.05906 0.05773 0.1753 45 416: 55%|#####4 | 28/51 [00:02<00:01, 13.49it/s]
36/99 0.457G 0.05852 0.05906 0.05773 0.1753 45 416: 59%|#####8 | 30/51 [00:02<00:01, 13.25it/s]
36/99 0.457G 0.05852 0.05978 0.05776 0.1761 84 416: 59%|#####8 | 30/51 [00:02<00:01, 13.25it/s]
36/99 0.457G 0.05858 0.06039 0.05779 0.1768 115 416: 59%|#####8 | 30/51 [00:02<00:01, 13.25it/s]
36/99 0.457G 0.05858 0.06039 0.05779 0.1768 115 416: 63%|######2 | 32/51 [00:02<00:01, 13.52it/s]
36/99 0.457G 0.0582 0.06069 0.05766 0.1766 83 416: 63%|######2 | 32/51 [00:02<00:01, 13.52it/s]
36/99 0.457G 0.05792 0.06045 0.05759 0.176 63 416: 63%|######2 | 32/51 [00:02<00:01, 13.52it/s]
36/99 0.457G 0.05792 0.06045 0.05759 0.176 63 416: 67%|######6 | 34/51 [00:02<00:01, 13.67it/s]
36/99 0.457G 0.05768 0.05993 0.05754 0.1751 48 416: 67%|######6 | 34/51 [00:02<00:01, 13.67it/s]
36/99 0.457G 0.05708 0.05967 0.05697 0.1737 73 416: 67%|######6 | 34/51 [00:02<00:01, 13.67it/s]
36/99 0.457G 0.05708 0.05967 0.05697 0.1737 73 416: 71%|####### | 36/51 [00:02<00:01, 13.82it/s]
36/99 0.457G 0.05691 0.05958 0.05677 0.1733 75 416: 71%|####### | 36/51 [00:02<00:01, 13.82it/s]
36/99 0.457G 0.05633 0.05939 0.05622 0.1719 79 416: 71%|####### | 36/51 [00:02<00:01, 13.82it/s]
36/99 0.457G 0.05633 0.05939 0.05622 0.1719 79 416: 75%|#######4 | 38/51 [00:02<00:00, 13.06it/s]
36/99 0.457G 0.05596 0.06035 0.0562 0.1725 125 416: 75%|#######4 | 38/51 [00:02<00:00, 13.06it/s]
36/99 0.457G 0.05555 0.06024 0.0562 0.172 65 416: 75%|#######4 | 38/51 [00:03<00:00, 13.06it/s]
36/99 0.457G 0.05555 0.06024 0.0562 0.172 65 416: 78%|#######8 | 40/51 [00:03<00:00, 13.38it/s]
36/99 0.457G 0.0555 0.06056 0.05621 0.1723 85 416: 78%|#######8 | 40/51 [00:03<00:00, 13.38it/s]
36/99 0.457G 0.05537 0.06015 0.05621 0.1717 38 416: 78%|#######8 | 40/51 [00:03<00:00, 13.38it/s]
36/99 0.457G 0.05537 0.06015 0.05621 0.1717 38 416: 82%|########2 | 42/51 [00:03<00:00, 13.19it/s]
36/99 0.457G 0.05528 0.06081 0.0562 0.1723 128 416: 82%|########2 | 42/51 [00:03<00:00, 13.19it/s]
36/99 0.457G 0.05499 0.06073 0.05615 0.1719 75 416: 82%|########2 | 42/51 [00:03<00:00, 13.19it/s]
36/99 0.457G 0.05499 0.06073 0.05615 0.1719 75 416: 86%|########6 | 44/51 [00:03<00:00, 12.58it/s]
36/99 0.457G 0.05473 0.06099 0.05571 0.1714 110 416: 86%|########6 | 44/51 [00:03<00:00, 12.58it/s]
36/99 0.457G 0.05429 0.0603 0.05533 0.1699 33 416: 86%|########6 | 44/51 [00:03<00:00, 12.58it/s]
36/99 0.457G 0.05429 0.0603 0.05533 0.1699 33 416: 90%|######### | 46/51 [00:03<00:00, 12.94it/s]
36/99 0.457G 0.05411 0.0607 0.05535 0.1702 108 416: 90%|######### | 46/51 [00:03<00:00, 12.94it/s]
36/99 0.457G 0.05384 0.06025 0.05533 0.1694 47 416: 90%|######### | 46/51 [00:03<00:00, 12.94it/s]
36/99 0.457G 0.05384 0.06025 0.05533 0.1694 47 416: 94%|#########4| 48/51 [00:03<00:00, 13.45it/s]
36/99 0.457G 0.05371 0.05977 0.05533 0.1688 45 416: 94%|#########4| 48/51 [00:03<00:00, 13.45it/s]
36/99 0.457G 0.05359 0.05949 0.0553 0.1684 49 416: 94%|#########4| 48/51 [00:03<00:00, 13.45it/s]
36/99 0.457G 0.05359 0.05949 0.0553 0.1684 49 416: 98%|#########8| 50/51 [00:03<00:00, 13.23it/s]
36/99 0.457G 0.05346 0.061 0.05494 0.1694 53 416: 98%|#########8| 50/51 [00:03<00:00, 13.23it/s]
36/99 0.457G 0.05346 0.061 0.05494 0.1694 53 416: 100%|##########| 51/51 [00:03<00:00, 13.22it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 8.71it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.39it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.98it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.24it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.78it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
37/99 0.457G 0.04235 0.01949 0.05782 0.1197 16 416: 0%| | 0/51 [00:00<?, ?it/s]
37/99 0.457G 0.04919 0.04321 0.05442 0.1468 115 416: 0%| | 0/51 [00:00<?, ?it/s]
37/99 0.457G 0.04919 0.04321 0.05442 0.1468 115 416: 4%|3 | 2/51 [00:00<00:04, 10.62it/s]
37/99 0.457G 0.04939 0.03785 0.05445 0.1417 23 416: 4%|3 | 2/51 [00:00<00:04, 10.62it/s]
37/99 0.457G 0.04887 0.03663 0.05582 0.1413 34 416: 4%|3 | 2/51 [00:00<00:04, 10.62it/s]
37/99 0.457G 0.04887 0.03663 0.05582 0.1413 34 416: 8%|7 | 4/51 [00:00<00:03, 12.46it/s]
37/99 0.457G 0.04848 0.04233 0.05503 0.1458 96 416: 8%|7 | 4/51 [00:00<00:03, 12.46it/s]
37/99 0.457G 0.04794 0.05333 0.05493 0.1562 155 416: 8%|7 | 4/51 [00:00<00:03, 12.46it/s]
37/99 0.457G 0.04794 0.05333 0.05493 0.1562 155 416: 12%|#1 | 6/51 [00:00<00:03, 13.18it/s]
37/99 0.457G 0.04831 0.05202 0.05559 0.1559 57 416: 12%|#1 | 6/51 [00:00<00:03, 13.18it/s]
37/99 0.457G 0.0486 0.05305 0.05571 0.1574 75 416: 12%|#1 | 6/51 [00:00<00:03, 13.18it/s]
37/99 0.457G 0.0486 0.05305 0.05571 0.1574 75 416: 16%|#5 | 8/51 [00:00<00:03, 13.02it/s]
37/99 0.457G 0.04892 0.05029 0.05596 0.1552 33 416: 16%|#5 | 8/51 [00:00<00:03, 13.02it/s]
37/99 0.457G 0.04845 0.04894 0.05604 0.1534 37 416: 16%|#5 | 8/51 [00:00<00:03, 13.02it/s]
37/99 0.457G 0.04845 0.04894 0.05604 0.1534 37 416: 20%|#9 | 10/51 [00:00<00:03, 12.57it/s]
37/99 0.457G 0.04874 0.05018 0.05609 0.155 78 416: 20%|#9 | 10/51 [00:00<00:03, 12.57it/s]
37/99 0.457G 0.04904 0.051 0.05619 0.1562 63 416: 20%|#9 | 10/51 [00:00<00:03, 12.57it/s]
37/99 0.457G 0.04904 0.051 0.05619 0.1562 63 416: 24%|##3 | 12/51 [00:00<00:03, 12.62it/s]
37/99 0.457G 0.04978 0.05228 0.05628 0.1583 53 416: 24%|##3 | 12/51 [00:01<00:03, 12.62it/s]
37/99 0.457G 0.04978 0.05426 0.05614 0.1602 106 416: 24%|##3 | 12/51 [00:01<00:03, 12.62it/s]
37/99 0.457G 0.04978 0.05426 0.05614 0.1602 106 416: 27%|##7 | 14/51 [00:01<00:02, 13.09it/s]
37/99 0.457G 0.0498 0.0571 0.05606 0.163 113 416: 27%|##7 | 14/51 [00:01<00:02, 13.09it/s]
37/99 0.457G 0.05 0.05739 0.05606 0.1635 66 416: 27%|##7 | 14/51 [00:01<00:02, 13.09it/s]
37/99 0.457G 0.05 0.05739 0.05606 0.1635 66 416: 31%|###1 | 16/51 [00:01<00:02, 12.98it/s]
37/99 0.457G 0.04959 0.05672 0.0562 0.1625 51 416: 31%|###1 | 16/51 [00:01<00:02, 12.98it/s]
37/99 0.457G 0.04969 0.05677 0.05631 0.1628 78 416: 31%|###1 | 16/51 [00:01<00:02, 12.98it/s]
37/99 0.457G 0.04969 0.05677 0.05631 0.1628 78 416: 35%|###5 | 18/51 [00:01<00:02, 12.52it/s]
37/99 0.457G 0.05011 0.05578 0.05664 0.1625 53 416: 35%|###5 | 18/51 [00:01<00:02, 12.52it/s]
37/99 0.457G 0.05094 0.05544 0.05646 0.1628 67 416: 35%|###5 | 18/51 [00:01<00:02, 12.52it/s]
37/99 0.457G 0.05094 0.05544 0.05646 0.1628 67 416: 39%|###9 | 20/51 [00:01<00:02, 12.96it/s]
37/99 0.457G 0.05044 0.05392 0.0564 0.1608 11 416: 39%|###9 | 20/51 [00:01<00:02, 12.96it/s]
37/99 0.457G 0.05034 0.05327 0.05639 0.16 41 416: 39%|###9 | 20/51 [00:01<00:02, 12.96it/s]
37/99 0.457G 0.05034 0.05327 0.05639 0.16 41 416: 43%|####3 | 22/51 [00:01<00:02, 13.31it/s]
37/99 0.457G 0.05031 0.0519 0.05605 0.1583 22 416: 43%|####3 | 22/51 [00:01<00:02, 13.31it/s]
37/99 0.457G 0.04991 0.05167 0.0553 0.1569 67 416: 43%|####3 | 22/51 [00:01<00:02, 13.31it/s]
37/99 0.457G 0.04991 0.05167 0.0553 0.1569 67 416: 47%|####7 | 24/51 [00:01<00:01, 13.51it/s]
37/99 0.457G 0.04986 0.05253 0.05541 0.1578 83 416: 47%|####7 | 24/51 [00:01<00:01, 13.51it/s]
37/99 0.457G 0.05018 0.05212 0.05531 0.1576 49 416: 47%|####7 | 24/51 [00:01<00:01, 13.51it/s]
37/99 0.457G 0.05018 0.05212 0.05531 0.1576 49 416: 51%|##### | 26/51 [00:01<00:01, 13.75it/s]
37/99 0.457G 0.05053 0.05152 0.05541 0.1575 47 416: 51%|##### | 26/51 [00:02<00:01, 13.75it/s]
37/99 0.457G 0.05043 0.05316 0.05533 0.1589 128 416: 51%|##### | 26/51 [00:02<00:01, 13.75it/s]
37/99 0.457G 0.05043 0.05316 0.05533 0.1589 128 416: 55%|#####4 | 28/51 [00:02<00:01, 13.44it/s]
37/99 0.457G 0.05051 0.0548 0.05539 0.1607 123 416: 55%|#####4 | 28/51 [00:02<00:01, 13.44it/s]
37/99 0.457G 0.05071 0.0562 0.05554 0.1624 127 416: 55%|#####4 | 28/51 [00:02<00:01, 13.44it/s]
37/99 0.457G 0.05071 0.0562 0.05554 0.1624 127 416: 59%|#####8 | 30/51 [00:02<00:01, 13.64it/s]
37/99 0.457G 0.05141 0.05729 0.05545 0.1642 131 416: 59%|#####8 | 30/51 [00:02<00:01, 13.64it/s]
37/99 0.457G 0.05155 0.05761 0.05555 0.1647 94 416: 59%|#####8 | 30/51 [00:02<00:01, 13.64it/s]
37/99 0.457G 0.05155 0.05761 0.05555 0.1647 94 416: 63%|######2 | 32/51 [00:02<00:01, 13.37it/s]
37/99 0.457G 0.05148 0.05789 0.05556 0.1649 64 416: 63%|######2 | 32/51 [00:02<00:01, 13.37it/s]
37/99 0.457G 0.05151 0.05687 0.05548 0.1639 16 416: 63%|######2 | 32/51 [00:02<00:01, 13.37it/s]
37/99 0.457G 0.05151 0.05687 0.05548 0.1639 16 416: 67%|######6 | 34/51 [00:02<00:01, 12.74it/s]
37/99 0.457G 0.05147 0.05657 0.05552 0.1636 54 416: 67%|######6 | 34/51 [00:02<00:01, 12.74it/s]
37/99 0.457G 0.05146 0.05636 0.05545 0.1633 57 416: 67%|######6 | 34/51 [00:02<00:01, 12.74it/s]
37/99 0.457G 0.05146 0.05636 0.05545 0.1633 57 416: 71%|####### | 36/51 [00:02<00:01, 13.13it/s]
37/99 0.457G 0.05137 0.05601 0.05547 0.1629 48 416: 71%|####### | 36/51 [00:02<00:01, 13.13it/s]
37/99 0.457G 0.05168 0.05636 0.05555 0.1636 71 416: 71%|####### | 36/51 [00:02<00:01, 13.13it/s]
37/99 0.457G 0.05168 0.05636 0.05555 0.1636 71 416: 75%|#######4 | 38/51 [00:02<00:00, 13.43it/s]
37/99 0.457G 0.05176 0.05688 0.0556 0.1642 102 416: 75%|#######4 | 38/51 [00:02<00:00, 13.43it/s]
37/99 0.457G 0.05188 0.05705 0.05561 0.1645 54 416: 75%|#######4 | 38/51 [00:03<00:00, 13.43it/s]
37/99 0.457G 0.05188 0.05705 0.05561 0.1645 54 416: 78%|#######8 | 40/51 [00:03<00:00, 13.36it/s]
37/99 0.457G 0.05198 0.05708 0.05564 0.1647 72 416: 78%|#######8 | 40/51 [00:03<00:00, 13.36it/s]
37/99 0.457G 0.052 0.05727 0.05564 0.1649 70 416: 78%|#######8 | 40/51 [00:03<00:00, 13.36it/s]
37/99 0.457G 0.052 0.05727 0.05564 0.1649 70 416: 82%|########2 | 42/51 [00:03<00:00, 13.45it/s]
37/99 0.457G 0.05196 0.05672 0.05566 0.1643 42 416: 82%|########2 | 42/51 [00:03<00:00, 13.45it/s]
37/99 0.457G 0.05195 0.05701 0.05565 0.1646 80 416: 82%|########2 | 42/51 [00:03<00:00, 13.45it/s]
37/99 0.457G 0.05195 0.05701 0.05565 0.1646 80 416: 86%|########6 | 44/51 [00:03<00:00, 12.75it/s]
37/99 0.457G 0.05212 0.05725 0.05571 0.1651 97 416: 86%|########6 | 44/51 [00:03<00:00, 12.75it/s]
37/99 0.457G 0.05225 0.05776 0.05572 0.1657 100 416: 86%|########6 | 44/51 [00:03<00:00, 12.75it/s]
37/99 0.457G 0.05225 0.05776 0.05572 0.1657 100 416: 90%|######### | 46/51 [00:03<00:00, 12.80it/s]
37/99 0.457G 0.05225 0.05758 0.05565 0.1655 56 416: 90%|######### | 46/51 [00:03<00:00, 12.80it/s]
37/99 0.457G 0.05246 0.05818 0.05568 0.1663 75 416: 90%|######### | 46/51 [00:03<00:00, 12.80it/s]
37/99 0.457G 0.05246 0.05818 0.05568 0.1663 75 416: 94%|#########4| 48/51 [00:03<00:00, 12.64it/s]
37/99 0.457G 0.05253 0.05827 0.05568 0.1665 97 416: 94%|#########4| 48/51 [00:03<00:00, 12.64it/s]
37/99 0.457G 0.05248 0.05769 0.05574 0.1659 36 416: 94%|#########4| 48/51 [00:03<00:00, 12.64it/s]
37/99 0.457G 0.05248 0.05769 0.05574 0.1659 36 416: 98%|#########8| 50/51 [00:03<00:00, 12.07it/s]
37/99 0.457G 0.05256 0.05828 0.05535 0.1662 38 416: 98%|#########8| 50/51 [00:03<00:00, 12.07it/s]
37/99 0.457G 0.05256 0.05828 0.05535 0.1662 38 416: 100%|##########| 51/51 [00:03<00:00, 13.01it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 8.53it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.92it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.04it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 10.84it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.46it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
38/99 0.457G 0.05559 0.05207 0.05706 0.1647 52 416: 0%| | 0/51 [00:00<?, ?it/s]
38/99 0.457G 0.0547 0.05646 0.05819 0.1693 66 416: 0%| | 0/51 [00:00<?, ?it/s]
38/99 0.457G 0.0547 0.05646 0.05819 0.1693 66 416: 4%|3 | 2/51 [00:00<00:04, 10.64it/s]
38/99 0.457G 0.05807 0.05918 0.05825 0.1755 96 416: 4%|3 | 2/51 [00:00<00:04, 10.64it/s]
38/99 0.457G 0.05871 0.06049 0.05773 0.1769 87 416: 4%|3 | 2/51 [00:00<00:04, 10.64it/s]
38/99 0.457G 0.05871 0.06049 0.05773 0.1769 87 416: 8%|7 | 4/51 [00:00<00:04, 10.70it/s]
38/99 0.457G 0.0583 0.06578 0.05777 0.1819 108 416: 8%|7 | 4/51 [00:00<00:04, 10.70it/s]
38/99 0.457G 0.05605 0.06472 0.05746 0.1782 60 416: 8%|7 | 4/51 [00:00<00:04, 10.70it/s]
38/99 0.457G 0.05605 0.06472 0.05746 0.1782 60 416: 12%|#1 | 6/51 [00:00<00:04, 10.47it/s]
38/99 0.457G 0.05589 0.05931 0.05738 0.1726 30 416: 12%|#1 | 6/51 [00:00<00:04, 10.47it/s]
38/99 0.457G 0.05712 0.0636 0.05732 0.178 141 416: 12%|#1 | 6/51 [00:00<00:04, 10.47it/s]
38/99 0.457G 0.05712 0.0636 0.05732 0.178 141 416: 16%|#5 | 8/51 [00:00<00:04, 10.30it/s]
38/99 0.457G 0.05635 0.06262 0.05689 0.1759 66 416: 16%|#5 | 8/51 [00:00<00:04, 10.30it/s]
38/99 0.457G 0.05699 0.06104 0.05701 0.175 60 416: 16%|#5 | 8/51 [00:00<00:04, 10.30it/s]
38/99 0.457G 0.05699 0.06104 0.05701 0.175 60 416: 20%|#9 | 10/51 [00:00<00:03, 10.32it/s]
38/99 0.457G 0.05565 0.06089 0.05527 0.1718 84 416: 20%|#9 | 10/51 [00:01<00:03, 10.32it/s]
38/99 0.457G 0.05501 0.05709 0.05416 0.1663 9 416: 20%|#9 | 10/51 [00:01<00:03, 10.32it/s]
38/99 0.457G 0.05501 0.05709 0.05416 0.1663 9 416: 24%|##3 | 12/51 [00:01<00:03, 11.37it/s]
38/99 0.457G 0.05468 0.05903 0.05431 0.168 89 416: 24%|##3 | 12/51 [00:01<00:03, 11.37it/s]
38/99 0.457G 0.05502 0.05877 0.05424 0.168 88 416: 24%|##3 | 12/51 [00:01<00:03, 11.37it/s]
38/99 0.457G 0.05502 0.05877 0.05424 0.168 88 416: 27%|##7 | 14/51 [00:01<00:03, 11.45it/s]
38/99 0.457G 0.05566 0.05829 0.05423 0.1682 70 416: 27%|##7 | 14/51 [00:01<00:03, 11.45it/s]
38/99 0.457G 0.05496 0.05947 0.05411 0.1685 101 416: 27%|##7 | 14/51 [00:01<00:03, 11.45it/s]
38/99 0.457G 0.05496 0.05947 0.05411 0.1685 101 416: 31%|###1 | 16/51 [00:01<00:03, 10.85it/s]
38/99 0.457G 0.05439 0.05877 0.05408 0.1672 43 416: 31%|###1 | 16/51 [00:01<00:03, 10.85it/s]
38/99 0.457G 0.05436 0.05885 0.05415 0.1674 61 416: 31%|###1 | 16/51 [00:01<00:03, 10.85it/s]
38/99 0.457G 0.05436 0.05885 0.05415 0.1674 61 416: 35%|###5 | 18/51 [00:01<00:03, 10.86it/s]
38/99 0.457G 0.05409 0.06079 0.05427 0.1691 126 416: 35%|###5 | 18/51 [00:01<00:03, 10.86it/s]
38/99 0.457G 0.05348 0.06004 0.05416 0.1677 58 416: 35%|###5 | 18/51 [00:01<00:03, 10.86it/s]
38/99 0.457G 0.05348 0.06004 0.05416 0.1677 58 416: 39%|###9 | 20/51 [00:01<00:02, 10.81it/s]
38/99 0.457G 0.05335 0.05856 0.05416 0.1661 25 416: 39%|###9 | 20/51 [00:01<00:02, 10.81it/s]
38/99 0.457G 0.05324 0.05768 0.05426 0.1652 38 416: 39%|###9 | 20/51 [00:02<00:02, 10.81it/s]
38/99 0.457G 0.05324 0.05768 0.05426 0.1652 38 416: 43%|####3 | 22/51 [00:02<00:02, 10.77it/s]
38/99 0.457G 0.05271 0.05791 0.05413 0.1648 80 416: 43%|####3 | 22/51 [00:02<00:02, 10.77it/s]
38/99 0.457G 0.05267 0.05827 0.05417 0.1651 59 416: 43%|####3 | 22/51 [00:02<00:02, 10.77it/s]
38/99 0.457G 0.05267 0.05827 0.05417 0.1651 59 416: 47%|####7 | 24/51 [00:02<00:02, 10.69it/s]
38/99 0.457G 0.05246 0.05766 0.0541 0.1642 41 416: 47%|####7 | 24/51 [00:02<00:02, 10.69it/s]
38/99 0.457G 0.05285 0.05701 0.05421 0.1641 51 416: 47%|####7 | 24/51 [00:02<00:02, 10.69it/s]
38/99 0.457G 0.05285 0.05701 0.05421 0.1641 51 416: 51%|##### | 26/51 [00:02<00:02, 10.75it/s]
38/99 0.457G 0.05245 0.05726 0.05423 0.1639 77 416: 51%|##### | 26/51 [00:02<00:02, 10.75it/s]
38/99 0.457G 0.05224 0.05613 0.05457 0.1629 33 416: 51%|##### | 26/51 [00:02<00:02, 10.75it/s]
38/99 0.457G 0.05224 0.05613 0.05457 0.1629 33 416: 55%|#####4 | 28/51 [00:02<00:02, 11.22it/s]
38/99 0.457G 0.05207 0.05588 0.05463 0.1626 63 416: 55%|#####4 | 28/51 [00:02<00:02, 11.22it/s]
38/99 0.457G 0.05202 0.05605 0.05484 0.1629 88 416: 55%|#####4 | 28/51 [00:02<00:02, 11.22it/s]
38/99 0.457G 0.05202 0.05605 0.05484 0.1629 88 416: 59%|#####8 | 30/51 [00:02<00:01, 11.72it/s]
38/99 0.457G 0.05156 0.05684 0.05427 0.1627 128 416: 59%|#####8 | 30/51 [00:02<00:01, 11.72it/s]
38/99 0.457G 0.05182 0.05843 0.05426 0.1645 134 416: 59%|#####8 | 30/51 [00:02<00:01, 11.72it/s]
38/99 0.457G 0.05182 0.05843 0.05426 0.1645 134 416: 63%|######2 | 32/51 [00:02<00:01, 11.61it/s]
38/99 0.457G 0.05187 0.05858 0.05429 0.1647 72 416: 63%|######2 | 32/51 [00:02<00:01, 11.61it/s]
38/99 0.457G 0.05183 0.05902 0.05437 0.1652 82 416: 63%|######2 | 32/51 [00:03<00:01, 11.61it/s]
38/99 0.457G 0.05183 0.05902 0.05437 0.1652 82 416: 67%|######6 | 34/51 [00:03<00:01, 11.95it/s]
38/99 0.457G 0.05187 0.05952 0.05441 0.1658 91 416: 67%|######6 | 34/51 [00:03<00:01, 11.95it/s]
38/99 0.457G 0.05213 0.05885 0.05448 0.1655 42 416: 67%|######6 | 34/51 [00:03<00:01, 11.95it/s]
38/99 0.457G 0.05213 0.05885 0.05448 0.1655 42 416: 71%|####### | 36/51 [00:03<00:01, 12.67it/s]
38/99 0.457G 0.05263 0.05903 0.05445 0.1661 86 416: 71%|####### | 36/51 [00:03<00:01, 12.67it/s]
38/99 0.457G 0.05268 0.05813 0.05459 0.1654 21 416: 71%|####### | 36/51 [00:03<00:01, 12.67it/s]
38/99 0.457G 0.05268 0.05813 0.05459 0.1654 21 416: 75%|#######4 | 38/51 [00:03<00:01, 12.61it/s]
38/99 0.457G 0.05264 0.05848 0.05464 0.1658 69 416: 75%|#######4 | 38/51 [00:03<00:01, 12.61it/s]
38/99 0.457G 0.05303 0.05838 0.0547 0.1661 72 416: 75%|#######4 | 38/51 [00:03<00:01, 12.61it/s]
38/99 0.457G 0.05303 0.05838 0.0547 0.1661 72 416: 78%|#######8 | 40/51 [00:03<00:00, 12.94it/s]
38/99 0.457G 0.05312 0.05838 0.05475 0.1662 76 416: 78%|#######8 | 40/51 [00:03<00:00, 12.94it/s]
38/99 0.457G 0.05318 0.05954 0.05483 0.1675 119 416: 78%|#######8 | 40/51 [00:03<00:00, 12.94it/s]
38/99 0.457G 0.05318 0.05954 0.05483 0.1675 119 416: 82%|########2 | 42/51 [00:03<00:00, 12.58it/s]
38/99 0.457G 0.05308 0.05933 0.05489 0.1673 56 416: 82%|########2 | 42/51 [00:03<00:00, 12.58it/s]
38/99 0.457G 0.05328 0.05895 0.0548 0.167 54 416: 82%|########2 | 42/51 [00:03<00:00, 12.58it/s]
38/99 0.457G 0.05328 0.05895 0.0548 0.167 54 416: 86%|########6 | 44/51 [00:03<00:00, 12.69it/s]
38/99 0.457G 0.05359 0.05844 0.05489 0.1669 44 416: 86%|########6 | 44/51 [00:03<00:00, 12.69it/s]
38/99 0.457G 0.05356 0.05772 0.05491 0.1662 24 416: 86%|########6 | 44/51 [00:03<00:00, 12.69it/s]
38/99 0.457G 0.05356 0.05772 0.05491 0.1662 24 416: 90%|######### | 46/51 [00:03<00:00, 12.90it/s]
38/99 0.457G 0.05381 0.05813 0.0549 0.1668 106 416: 90%|######### | 46/51 [00:04<00:00, 12.90it/s]
38/99 0.457G 0.05377 0.05787 0.05491 0.1665 40 416: 90%|######### | 46/51 [00:04<00:00, 12.90it/s]
38/99 0.457G 0.05377 0.05787 0.05491 0.1665 40 416: 94%|#########4| 48/51 [00:04<00:00, 12.23it/s]
38/99 0.457G 0.05357 0.05766 0.05495 0.1662 61 416: 94%|#########4| 48/51 [00:04<00:00, 12.23it/s]
38/99 0.457G 0.05363 0.05767 0.05502 0.1663 71 416: 94%|#########4| 48/51 [00:04<00:00, 12.23it/s]
38/99 0.457G 0.05363 0.05767 0.05502 0.1663 71 416: 98%|#########8| 50/51 [00:04<00:00, 12.63it/s]
38/99 0.457G 0.05393 0.05803 0.0551 0.1671 15 416: 98%|#########8| 50/51 [00:04<00:00, 12.63it/s]
38/99 0.457G 0.05393 0.05803 0.0551 0.1671 15 416: 100%|##########| 51/51 [00:04<00:00, 11.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.48it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.64it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 9.84it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 10.75it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
39/99 0.457G 0.05523 0.04935 0.0581 0.1627 65 416: 0%| | 0/51 [00:00<?, ?it/s]
39/99 0.457G 0.05085 0.07057 0.05715 0.1786 99 416: 0%| | 0/51 [00:00<?, ?it/s]
39/99 0.457G 0.05085 0.07057 0.05715 0.1786 99 416: 4%|3 | 2/51 [00:00<00:04, 11.15it/s]
39/99 0.457G 0.05079 0.06707 0.05812 0.176 80 416: 4%|3 | 2/51 [00:00<00:04, 11.15it/s]
39/99 0.457G 0.05241 0.06111 0.05819 0.1717 60 416: 4%|3 | 2/51 [00:00<00:04, 11.15it/s]
39/99 0.457G 0.05241 0.06111 0.05819 0.1717 60 416: 8%|7 | 4/51 [00:00<00:03, 12.24it/s]
39/99 0.457G 0.05294 0.07348 0.05802 0.1844 166 416: 8%|7 | 4/51 [00:00<00:03, 12.24it/s]
39/99 0.457G 0.05352 0.07848 0.05733 0.1893 148 416: 8%|7 | 4/51 [00:00<00:03, 12.24it/s]
39/99 0.457G 0.05352 0.07848 0.05733 0.1893 148 416: 12%|#1 | 6/51 [00:00<00:03, 12.71it/s]
39/99 0.457G 0.05157 0.07003 0.05633 0.1779 16 416: 12%|#1 | 6/51 [00:00<00:03, 12.71it/s]
39/99 0.457G 0.05026 0.06711 0.05391 0.1713 66 416: 12%|#1 | 6/51 [00:00<00:03, 12.71it/s]
39/99 0.457G 0.05026 0.06711 0.05391 0.1713 66 416: 16%|#5 | 8/51 [00:00<00:03, 12.32it/s]
39/99 0.457G 0.0503 0.06298 0.05415 0.1674 24 416: 16%|#5 | 8/51 [00:00<00:03, 12.32it/s]
39/99 0.457G 0.05112 0.0639 0.05448 0.1695 102 416: 16%|#5 | 8/51 [00:00<00:03, 12.32it/s]
39/99 0.457G 0.05112 0.0639 0.05448 0.1695 102 416: 20%|#9 | 10/51 [00:00<00:03, 11.92it/s]
39/99 0.457G 0.05111 0.06086 0.0546 0.1666 35 416: 20%|#9 | 10/51 [00:00<00:03, 11.92it/s]
39/99 0.457G 0.05081 0.05898 0.05482 0.1646 41 416: 20%|#9 | 10/51 [00:01<00:03, 11.92it/s]
39/99 0.457G 0.05081 0.05898 0.05482 0.1646 41 416: 24%|##3 | 12/51 [00:01<00:03, 11.61it/s]
39/99 0.457G 0.05031 0.05894 0.05486 0.1641 68 416: 24%|##3 | 12/51 [00:01<00:03, 11.61it/s]
39/99 0.457G 0.04945 0.05726 0.05508 0.1618 31 416: 24%|##3 | 12/51 [00:01<00:03, 11.61it/s]
39/99 0.457G 0.04945 0.05726 0.05508 0.1618 31 416: 27%|##7 | 14/51 [00:01<00:03, 12.11it/s]
39/99 0.457G 0.04921 0.05649 0.05504 0.1607 51 416: 27%|##7 | 14/51 [00:01<00:03, 12.11it/s]
39/99 0.457G 0.04949 0.05617 0.05507 0.1607 74 416: 27%|##7 | 14/51 [00:01<00:03, 12.11it/s]
39/99 0.457G 0.04949 0.05617 0.05507 0.1607 74 416: 31%|###1 | 16/51 [00:01<00:02, 12.58it/s]
39/99 0.457G 0.04887 0.05523 0.05502 0.1591 36 416: 31%|###1 | 16/51 [00:01<00:02, 12.58it/s]
39/99 0.457G 0.0487 0.05535 0.05497 0.159 60 416: 31%|###1 | 16/51 [00:01<00:02, 12.58it/s]
39/99 0.457G 0.0487 0.05535 0.05497 0.159 60 416: 35%|###5 | 18/51 [00:01<00:02, 13.17it/s]
39/99 0.457G 0.04855 0.0543 0.05514 0.158 39 416: 35%|###5 | 18/51 [00:01<00:02, 13.17it/s]
39/99 0.457G 0.04837 0.05426 0.05532 0.158 62 416: 35%|###5 | 18/51 [00:01<00:02, 13.17it/s]
39/99 0.457G 0.04837 0.05426 0.05532 0.158 62 416: 39%|###9 | 20/51 [00:01<00:02, 13.16it/s]
39/99 0.457G 0.04822 0.05422 0.05545 0.1579 58 416: 39%|###9 | 20/51 [00:01<00:02, 13.16it/s]
39/99 0.457G 0.0484 0.055 0.05548 0.1589 89 416: 39%|###9 | 20/51 [00:01<00:02, 13.16it/s]
39/99 0.457G 0.0484 0.055 0.05548 0.1589 89 416: 43%|####3 | 22/51 [00:01<00:02, 13.46it/s]
39/99 0.457G 0.04825 0.05473 0.0555 0.1585 73 416: 43%|####3 | 22/51 [00:01<00:02, 13.46it/s]
39/99 0.457G 0.04867 0.05478 0.05542 0.1589 90 416: 43%|####3 | 22/51 [00:01<00:02, 13.46it/s]
39/99 0.457G 0.04867 0.05478 0.05542 0.1589 90 416: 47%|####7 | 24/51 [00:01<00:02, 13.20it/s]
39/99 0.457G 0.04852 0.05497 0.05543 0.1589 81 416: 47%|####7 | 24/51 [00:01<00:02, 13.20it/s]
39/99 0.457G 0.04846 0.05359 0.05563 0.1577 18 416: 47%|####7 | 24/51 [00:02<00:02, 13.20it/s]
39/99 0.457G 0.04846 0.05359 0.05563 0.1577 18 416: 51%|##### | 26/51 [00:02<00:01, 13.50it/s]
39/99 0.457G 0.04819 0.05342 0.05564 0.1572 59 416: 51%|##### | 26/51 [00:02<00:01, 13.50it/s]
39/99 0.457G 0.04806 0.05427 0.05562 0.158 107 416: 51%|##### | 26/51 [00:02<00:01, 13.50it/s]
39/99 0.457G 0.04806 0.05427 0.05562 0.158 107 416: 55%|#####4 | 28/51 [00:02<00:01, 12.57it/s]
39/99 0.457G 0.04847 0.05486 0.05565 0.159 116 416: 55%|#####4 | 28/51 [00:02<00:01, 12.57it/s]
39/99 0.457G 0.04892 0.05457 0.0557 0.1592 65 416: 55%|#####4 | 28/51 [00:02<00:01, 12.57it/s]
39/99 0.457G 0.04892 0.05457 0.0557 0.1592 65 416: 59%|#####8 | 30/51 [00:02<00:01, 12.86it/s]
39/99 0.457G 0.04872 0.05452 0.05564 0.1589 48 416: 59%|#####8 | 30/51 [00:02<00:01, 12.86it/s]
39/99 0.457G 0.04879 0.05515 0.05565 0.1596 97 416: 59%|#####8 | 30/51 [00:02<00:01, 12.86it/s]
39/99 0.457G 0.04879 0.05515 0.05565 0.1596 97 416: 63%|######2 | 32/51 [00:02<00:01, 12.67it/s]
39/99 0.457G 0.04862 0.05451 0.05548 0.1586 46 416: 63%|######2 | 32/51 [00:02<00:01, 12.67it/s]
39/99 0.457G 0.04858 0.05429 0.05557 0.1584 46 416: 63%|######2 | 32/51 [00:02<00:01, 12.67it/s]
39/99 0.457G 0.04858 0.05429 0.05557 0.1584 46 416: 67%|######6 | 34/51 [00:02<00:01, 12.88it/s]
39/99 0.457G 0.04855 0.0544 0.05556 0.1585 75 416: 67%|######6 | 34/51 [00:02<00:01, 12.88it/s]
39/99 0.457G 0.04843 0.05458 0.05543 0.1584 83 416: 67%|######6 | 34/51 [00:02<00:01, 12.88it/s]
39/99 0.457G 0.04843 0.05458 0.05543 0.1584 83 416: 71%|####### | 36/51 [00:02<00:01, 12.44it/s]
39/99 0.457G 0.0487 0.05502 0.05543 0.1592 106 416: 71%|####### | 36/51 [00:02<00:01, 12.44it/s]
39/99 0.457G 0.04869 0.05523 0.05543 0.1593 78 416: 71%|####### | 36/51 [00:03<00:01, 12.44it/s]
39/99 0.457G 0.04869 0.05523 0.05543 0.1593 78 416: 75%|#######4 | 38/51 [00:03<00:01, 12.54it/s]
39/99 0.457G 0.04857 0.05436 0.05502 0.158 22 416: 75%|#######4 | 38/51 [00:03<00:01, 12.54it/s]
39/99 0.457G 0.0485 0.05389 0.055 0.1574 42 416: 75%|#######4 | 38/51 [00:03<00:01, 12.54it/s]
39/99 0.457G 0.0485 0.05389 0.055 0.1574 42 416: 78%|#######8 | 40/51 [00:03<00:00, 13.06it/s]
39/99 0.457G 0.04849 0.05355 0.05499 0.157 43 416: 78%|#######8 | 40/51 [00:03<00:00, 13.06it/s]
39/99 0.457G 0.04835 0.05344 0.05488 0.1567 70 416: 78%|#######8 | 40/51 [00:03<00:00, 13.06it/s]
39/99 0.457G 0.04835 0.05344 0.05488 0.1567 70 416: 82%|########2 | 42/51 [00:03<00:00, 13.18it/s]
39/99 0.457G 0.04825 0.05333 0.05488 0.1565 54 416: 82%|########2 | 42/51 [00:03<00:00, 13.18it/s]
39/99 0.457G 0.04819 0.0537 0.05489 0.1568 90 416: 82%|########2 | 42/51 [00:03<00:00, 13.18it/s]
39/99 0.457G 0.04819 0.0537 0.05489 0.1568 90 416: 86%|########6 | 44/51 [00:03<00:00, 12.11it/s]
39/99 0.457G 0.04822 0.05338 0.05474 0.1563 55 416: 86%|########6 | 44/51 [00:03<00:00, 12.11it/s]
39/99 0.457G 0.04831 0.05377 0.05471 0.1568 90 416: 86%|########6 | 44/51 [00:03<00:00, 12.11it/s]
39/99 0.457G 0.04831 0.05377 0.05471 0.1568 90 416: 90%|######### | 46/51 [00:03<00:00, 12.58it/s]
39/99 0.457G 0.04862 0.05447 0.05474 0.1578 99 416: 90%|######### | 46/51 [00:03<00:00, 12.58it/s]
39/99 0.457G 0.04877 0.05435 0.05486 0.158 47 416: 90%|######### | 46/51 [00:03<00:00, 12.58it/s]
39/99 0.457G 0.04877 0.05435 0.05486 0.158 47 416: 94%|#########4| 48/51 [00:03<00:00, 12.99it/s]
39/99 0.457G 0.0487 0.0541 0.0548 0.1576 55 416: 94%|#########4| 48/51 [00:03<00:00, 12.99it/s]
39/99 0.457G 0.04877 0.05471 0.05481 0.1583 97 416: 94%|#########4| 48/51 [00:03<00:00, 12.99it/s]
39/99 0.457G 0.04877 0.05471 0.05481 0.1583 97 416: 98%|#########8| 50/51 [00:03<00:00, 12.77it/s]
39/99 0.457G 0.04835 0.05411 0.05444 0.1569 5 416: 98%|#########8| 50/51 [00:04<00:00, 12.77it/s]
39/99 0.457G 0.04835 0.05411 0.05444 0.1569 5 416: 100%|##########| 51/51 [00:04<00:00, 12.74it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 8.76it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.90it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.60it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.53it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
40/99 0.457G 0.05278 0.04107 0.05619 0.15 38 416: 0%| | 0/51 [00:00<?, ?it/s]
40/99 0.457G 0.05372 0.05519 0.05486 0.1638 75 416: 0%| | 0/51 [00:00<?, ?it/s]
40/99 0.457G 0.05372 0.05519 0.05486 0.1638 75 416: 4%|3 | 2/51 [00:00<00:04, 10.30it/s]
40/99 0.457G 0.0519 0.04696 0.05448 0.1533 29 416: 4%|3 | 2/51 [00:00<00:04, 10.30it/s]
40/99 0.457G 0.0529 0.04074 0.0544 0.148 27 416: 4%|3 | 2/51 [00:00<00:04, 10.30it/s]
40/99 0.457G 0.0529 0.04074 0.0544 0.148 27 416: 8%|7 | 4/51 [00:00<00:03, 11.76it/s]
40/99 0.457G 0.05346 0.04677 0.05486 0.1551 97 416: 8%|7 | 4/51 [00:00<00:03, 11.76it/s]
40/99 0.457G 0.05517 0.05209 0.05486 0.1621 74 416: 8%|7 | 4/51 [00:00<00:03, 11.76it/s]
40/99 0.457G 0.05517 0.05209 0.05486 0.1621 74 416: 12%|#1 | 6/51 [00:00<00:03, 12.74it/s]
40/99 0.457G 0.0542 0.04973 0.05523 0.1592 52 416: 12%|#1 | 6/51 [00:00<00:03, 12.74it/s]
40/99 0.457G 0.05418 0.05274 0.05466 0.1616 116 416: 12%|#1 | 6/51 [00:00<00:03, 12.74it/s]
40/99 0.457G 0.05418 0.05274 0.05466 0.1616 116 416: 16%|#5 | 8/51 [00:00<00:03, 13.27it/s]
40/99 0.457G 0.05284 0.053 0.05423 0.1601 72 416: 16%|#5 | 8/51 [00:00<00:03, 13.27it/s]
40/99 0.457G 0.05216 0.05367 0.05459 0.1604 85 416: 16%|#5 | 8/51 [00:00<00:03, 13.27it/s]
40/99 0.457G 0.05216 0.05367 0.05459 0.1604 85 416: 20%|#9 | 10/51 [00:00<00:03, 12.61it/s]
40/99 0.457G 0.05234 0.05529 0.05485 0.1625 79 416: 20%|#9 | 10/51 [00:00<00:03, 12.61it/s]
40/99 0.457G 0.05102 0.05268 0.05492 0.1586 26 416: 20%|#9 | 10/51 [00:00<00:03, 12.61it/s]
40/99 0.457G 0.05102 0.05268 0.05492 0.1586 26 416: 24%|##3 | 12/51 [00:00<00:03, 12.66it/s]
40/99 0.457G 0.05089 0.05501 0.0551 0.161 106 416: 24%|##3 | 12/51 [00:01<00:03, 12.66it/s]
40/99 0.457G 0.05047 0.05543 0.05531 0.1612 71 416: 24%|##3 | 12/51 [00:01<00:03, 12.66it/s]
40/99 0.457G 0.05047 0.05543 0.05531 0.1612 71 416: 27%|##7 | 14/51 [00:01<00:02, 13.11it/s]
40/99 0.457G 0.05134 0.05776 0.05532 0.1644 131 416: 27%|##7 | 14/51 [00:01<00:02, 13.11it/s]
40/99 0.457G 0.05196 0.05968 0.0553 0.1669 116 416: 27%|##7 | 14/51 [00:01<00:02, 13.11it/s]
40/99 0.457G 0.05196 0.05968 0.0553 0.1669 116 416: 31%|###1 | 16/51 [00:01<00:02, 12.96it/s]
40/99 0.457G 0.05146 0.0587 0.05504 0.1652 54 416: 31%|###1 | 16/51 [00:01<00:02, 12.96it/s]
40/99 0.457G 0.05092 0.05737 0.05524 0.1635 44 416: 31%|###1 | 16/51 [00:01<00:02, 12.96it/s]
40/99 0.457G 0.05092 0.05737 0.05524 0.1635 44 416: 35%|###5 | 18/51 [00:01<00:02, 13.30it/s]
40/99 0.457G 0.0506 0.05801 0.05528 0.1639 84 416: 35%|###5 | 18/51 [00:01<00:02, 13.30it/s]
40/99 0.457G 0.05052 0.05895 0.05529 0.1648 75 416: 35%|###5 | 18/51 [00:01<00:02, 13.30it/s]
40/99 0.457G 0.05052 0.05895 0.05529 0.1648 75 416: 39%|###9 | 20/51 [00:01<00:02, 13.13it/s]
40/99 0.457G 0.05005 0.05793 0.05508 0.1631 41 416: 39%|###9 | 20/51 [00:01<00:02, 13.13it/s]
40/99 0.457G 0.05005 0.05898 0.05519 0.1642 122 416: 39%|###9 | 20/51 [00:01<00:02, 13.13it/s]
40/99 0.457G 0.05005 0.05898 0.05519 0.1642 122 416: 43%|####3 | 22/51 [00:01<00:02, 13.49it/s]
40/99 0.457G 0.04992 0.05888 0.05517 0.164 62 416: 43%|####3 | 22/51 [00:01<00:02, 13.49it/s]
40/99 0.457G 0.0501 0.05848 0.05522 0.1638 65 416: 43%|####3 | 22/51 [00:01<00:02, 13.49it/s]
40/99 0.457G 0.0501 0.05848 0.05522 0.1638 65 416: 47%|####7 | 24/51 [00:01<00:01, 13.69it/s]
40/99 0.457G 0.04977 0.05781 0.05507 0.1627 53 416: 47%|####7 | 24/51 [00:01<00:01, 13.69it/s]
40/99 0.457G 0.04954 0.05818 0.05434 0.1621 104 416: 47%|####7 | 24/51 [00:02<00:01, 13.69it/s]
40/99 0.457G 0.04954 0.05818 0.05434 0.1621 104 416: 51%|##### | 26/51 [00:02<00:01, 12.98it/s]
40/99 0.457G 0.04949 0.0577 0.05449 0.1617 50 416: 51%|##### | 26/51 [00:02<00:01, 12.98it/s]
40/99 0.457G 0.04943 0.05744 0.05461 0.1615 53 416: 51%|##### | 26/51 [00:02<00:01, 12.98it/s]
40/99 0.457G 0.04943 0.05744 0.05461 0.1615 53 416: 55%|#####4 | 28/51 [00:02<00:01, 13.28it/s]
40/99 0.457G 0.04936 0.05753 0.05445 0.1613 78 416: 55%|#####4 | 28/51 [00:02<00:01, 13.28it/s]
40/99 0.457G 0.04929 0.05631 0.05459 0.1602 14 416: 55%|#####4 | 28/51 [00:02<00:01, 13.28it/s]
40/99 0.457G 0.04929 0.05631 0.05459 0.1602 14 416: 59%|#####8 | 30/51 [00:02<00:01, 13.11it/s]
40/99 0.457G 0.0491 0.05627 0.05461 0.16 52 416: 59%|#####8 | 30/51 [00:02<00:01, 13.11it/s]
40/99 0.457G 0.04923 0.05645 0.05462 0.1603 93 416: 59%|#####8 | 30/51 [00:02<00:01, 13.11it/s]
40/99 0.457G 0.04923 0.05645 0.05462 0.1603 93 416: 63%|######2 | 32/51 [00:02<00:01, 13.43it/s]
40/99 0.457G 0.04925 0.05703 0.05449 0.1608 105 416: 63%|######2 | 32/51 [00:02<00:01, 13.43it/s]
40/99 0.457G 0.04912 0.0565 0.05447 0.1601 42 416: 63%|######2 | 32/51 [00:02<00:01, 13.43it/s]
40/99 0.457G 0.04912 0.0565 0.05447 0.1601 42 416: 67%|######6 | 34/51 [00:02<00:01, 13.64it/s]
40/99 0.457G 0.0492 0.05544 0.0545 0.1591 13 416: 67%|######6 | 34/51 [00:02<00:01, 13.64it/s]
40/99 0.457G 0.04938 0.05566 0.05444 0.1595 92 416: 67%|######6 | 34/51 [00:02<00:01, 13.64it/s]
40/99 0.457G 0.04938 0.05566 0.05444 0.1595 92 416: 71%|####### | 36/51 [00:02<00:01, 13.36it/s]
40/99 0.457G 0.04964 0.0557 0.0545 0.1598 70 416: 71%|####### | 36/51 [00:02<00:01, 13.36it/s]
40/99 0.457G 0.0495 0.05523 0.05453 0.1593 39 416: 71%|####### | 36/51 [00:02<00:01, 13.36it/s]
40/99 0.457G 0.0495 0.05523 0.05453 0.1593 39 416: 75%|#######4 | 38/51 [00:02<00:00, 13.59it/s]
40/99 0.457G 0.04973 0.05553 0.05443 0.1597 105 416: 75%|#######4 | 38/51 [00:02<00:00, 13.59it/s]
40/99 0.457G 0.0498 0.05495 0.05443 0.1592 28 416: 75%|#######4 | 38/51 [00:03<00:00, 13.59it/s]
40/99 0.457G 0.0498 0.05495 0.05443 0.1592 28 416: 78%|#######8 | 40/51 [00:03<00:00, 13.76it/s]
40/99 0.457G 0.05006 0.05526 0.05443 0.1597 93 416: 78%|#######8 | 40/51 [00:03<00:00, 13.76it/s]
40/99 0.457G 0.0502 0.05532 0.05456 0.1601 77 416: 78%|#######8 | 40/51 [00:03<00:00, 13.76it/s]
40/99 0.457G 0.0502 0.05532 0.05456 0.1601 77 416: 82%|########2 | 42/51 [00:03<00:00, 12.70it/s]
40/99 0.457G 0.04984 0.05652 0.05413 0.1605 164 416: 82%|########2 | 42/51 [00:03<00:00, 12.70it/s]
40/99 0.457G 0.04977 0.05627 0.05417 0.1602 55 416: 82%|########2 | 42/51 [00:03<00:00, 12.70it/s]
40/99 0.457G 0.04977 0.05627 0.05417 0.1602 55 416: 86%|########6 | 44/51 [00:03<00:00, 13.42it/s]
40/99 0.457G 0.04962 0.05631 0.05409 0.16 75 416: 86%|########6 | 44/51 [00:03<00:00, 13.42it/s]
40/99 0.457G 0.04915 0.05608 0.0537 0.1589 59 416: 86%|########6 | 44/51 [00:03<00:00, 13.42it/s]
40/99 0.457G 0.04915 0.05608 0.0537 0.1589 59 416: 90%|######### | 46/51 [00:03<00:00, 13.63it/s]
40/99 0.457G 0.04936 0.05647 0.05369 0.1595 94 416: 90%|######### | 46/51 [00:03<00:00, 13.63it/s]
40/99 0.457G 0.0492 0.05639 0.05371 0.1593 74 416: 90%|######### | 46/51 [00:03<00:00, 13.63it/s]
40/99 0.457G 0.0492 0.05639 0.05371 0.1593 74 416: 94%|#########4| 48/51 [00:03<00:00, 13.79it/s]
40/99 0.457G 0.04938 0.05659 0.05378 0.1597 71 416: 94%|#########4| 48/51 [00:03<00:00, 13.79it/s]
40/99 0.457G 0.04945 0.05647 0.05386 0.1598 68 416: 94%|#########4| 48/51 [00:03<00:00, 13.79it/s]
40/99 0.457G 0.04945 0.05647 0.05386 0.1598 68 416: 98%|#########8| 50/51 [00:03<00:00, 13.46it/s]
40/99 0.457G 0.04921 0.05559 0.05407 0.1589 2 416: 98%|#########8| 50/51 [00:03<00:00, 13.46it/s]
40/99 0.457G 0.04921 0.05559 0.05407 0.1589 2 416: 100%|##########| 51/51 [00:03<00:00, 13.17it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:01, 6.71it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 25%|##5 | 2/8 [00:00<00:00, 8.32it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 9.40it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 9.30it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 10.54it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 9.81it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
41/99 0.457G 0.05426 0.04747 0.05926 0.161 57 416: 0%| | 0/51 [00:00<?, ?it/s]
41/99 0.457G 0.0578 0.04762 0.05829 0.1637 68 416: 0%| | 0/51 [00:00<?, ?it/s]
41/99 0.457G 0.0578 0.04762 0.05829 0.1637 68 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
41/99 0.457G 0.05695 0.05219 0.05849 0.1676 85 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
41/99 0.457G 0.05585 0.05215 0.05705 0.165 52 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
41/99 0.457G 0.05585 0.05215 0.05705 0.165 52 416: 8%|7 | 4/51 [00:00<00:04, 11.68it/s]
41/99 0.457G 0.05787 0.05358 0.05698 0.1684 54 416: 8%|7 | 4/51 [00:00<00:04, 11.68it/s]
41/99 0.457G 0.05789 0.05355 0.05723 0.1687 51 416: 8%|7 | 4/51 [00:00<00:04, 11.68it/s]
41/99 0.457G 0.05789 0.05355 0.05723 0.1687 51 416: 12%|#1 | 6/51 [00:00<00:04, 10.50it/s]
41/99 0.457G 0.05626 0.05269 0.05663 0.1656 46 416: 12%|#1 | 6/51 [00:00<00:04, 10.50it/s]
41/99 0.457G 0.05545 0.05282 0.0564 0.1647 67 416: 12%|#1 | 6/51 [00:00<00:04, 10.50it/s]
41/99 0.457G 0.05545 0.05282 0.0564 0.1647 67 416: 16%|#5 | 8/51 [00:00<00:03, 11.37it/s]
41/99 0.457G 0.05455 0.0526 0.05652 0.1637 49 416: 16%|#5 | 8/51 [00:00<00:03, 11.37it/s]
41/99 0.457G 0.05368 0.05461 0.05596 0.1642 106 416: 16%|#5 | 8/51 [00:00<00:03, 11.37it/s]
41/99 0.457G 0.05368 0.05461 0.05596 0.1642 106 416: 20%|#9 | 10/51 [00:00<00:03, 10.74it/s]
41/99 0.457G 0.05304 0.05773 0.05574 0.1665 104 416: 20%|#9 | 10/51 [00:00<00:03, 10.74it/s]
41/99 0.457G 0.05116 0.05673 0.05423 0.1621 60 416: 20%|#9 | 10/51 [00:01<00:03, 10.74it/s]
41/99 0.457G 0.05116 0.05673 0.05423 0.1621 60 416: 24%|##3 | 12/51 [00:01<00:03, 11.34it/s]
41/99 0.457G 0.05134 0.05752 0.05437 0.1632 68 416: 24%|##3 | 12/51 [00:01<00:03, 11.34it/s]
41/99 0.457G 0.05209 0.05899 0.05477 0.1658 137 416: 24%|##3 | 12/51 [00:01<00:03, 11.34it/s]
41/99 0.457G 0.05209 0.05899 0.05477 0.1658 137 416: 27%|##7 | 14/51 [00:01<00:03, 12.00it/s]
41/99 0.457G 0.05227 0.0609 0.05487 0.168 106 416: 27%|##7 | 14/51 [00:01<00:03, 12.00it/s]
41/99 0.457G 0.05195 0.05975 0.05483 0.1665 43 416: 27%|##7 | 14/51 [00:01<00:03, 12.00it/s]
41/99 0.457G 0.05195 0.05975 0.05483 0.1665 43 416: 31%|###1 | 16/51 [00:01<00:02, 12.31it/s]
41/99 0.457G 0.05186 0.0587 0.05474 0.1653 43 416: 31%|###1 | 16/51 [00:01<00:02, 12.31it/s]
41/99 0.457G 0.05124 0.05812 0.05469 0.164 63 416: 31%|###1 | 16/51 [00:01<00:02, 12.31it/s]
41/99 0.457G 0.05124 0.05812 0.05469 0.164 63 416: 35%|###5 | 18/51 [00:01<00:02, 12.00it/s]
41/99 0.457G 0.05082 0.05809 0.0547 0.1636 74 416: 35%|###5 | 18/51 [00:01<00:02, 12.00it/s]
41/99 0.457G 0.05068 0.05601 0.05505 0.1617 11 416: 35%|###5 | 18/51 [00:01<00:02, 12.00it/s]
41/99 0.457G 0.05068 0.05601 0.05505 0.1617 11 416: 39%|###9 | 20/51 [00:01<00:02, 11.96it/s]
41/99 0.457G 0.05196 0.05506 0.05434 0.1614 42 416: 39%|###9 | 20/51 [00:01<00:02, 11.96it/s]
41/99 0.457G 0.0516 0.05456 0.05435 0.1605 41 416: 39%|###9 | 20/51 [00:01<00:02, 11.96it/s]
41/99 0.457G 0.0516 0.05456 0.05435 0.1605 41 416: 43%|####3 | 22/51 [00:01<00:02, 11.48it/s]
41/99 0.457G 0.05124 0.05472 0.05447 0.1604 57 416: 43%|####3 | 22/51 [00:02<00:02, 11.48it/s]
41/99 0.457G 0.05115 0.05442 0.0545 0.1601 62 416: 43%|####3 | 22/51 [00:02<00:02, 11.48it/s]
41/99 0.457G 0.05115 0.05442 0.0545 0.1601 62 416: 47%|####7 | 24/51 [00:02<00:02, 11.14it/s]
41/99 0.457G 0.05088 0.05392 0.05455 0.1594 41 416: 47%|####7 | 24/51 [00:02<00:02, 11.14it/s]
41/99 0.457G 0.05075 0.05325 0.05461 0.1586 38 416: 47%|####7 | 24/51 [00:02<00:02, 11.14it/s]
41/99 0.457G 0.05075 0.05325 0.05461 0.1586 38 416: 51%|##### | 26/51 [00:02<00:02, 11.59it/s]
41/99 0.457G 0.05031 0.0526 0.05472 0.1576 34 416: 51%|##### | 26/51 [00:02<00:02, 11.59it/s]
41/99 0.457G 0.04987 0.05213 0.05464 0.1566 40 416: 51%|##### | 26/51 [00:02<00:02, 11.59it/s]
41/99 0.457G 0.04987 0.05213 0.05464 0.1566 40 416: 55%|#####4 | 28/51 [00:02<00:01, 12.39it/s]
41/99 0.457G 0.04955 0.0531 0.05465 0.1573 87 416: 55%|#####4 | 28/51 [00:02<00:01, 12.39it/s]
41/99 0.457G 0.04924 0.05286 0.05469 0.1568 41 416: 55%|#####4 | 28/51 [00:02<00:01, 12.39it/s]
41/99 0.457G 0.04924 0.05286 0.05469 0.1568 41 416: 59%|#####8 | 30/51 [00:02<00:01, 12.88it/s]
41/99 0.457G 0.04889 0.05315 0.05468 0.1567 62 416: 59%|#####8 | 30/51 [00:02<00:01, 12.88it/s]
41/99 0.457G 0.0488 0.05337 0.05465 0.1568 74 416: 59%|#####8 | 30/51 [00:02<00:01, 12.88it/s]
41/99 0.457G 0.0488 0.05337 0.05465 0.1568 74 416: 63%|######2 | 32/51 [00:02<00:01, 13.24it/s]
41/99 0.457G 0.04886 0.0536 0.05452 0.157 81 416: 63%|######2 | 32/51 [00:02<00:01, 13.24it/s]
41/99 0.457G 0.04932 0.05297 0.05443 0.1567 43 416: 63%|######2 | 32/51 [00:02<00:01, 13.24it/s]
41/99 0.457G 0.04932 0.05297 0.05443 0.1567 43 416: 67%|######6 | 34/51 [00:02<00:01, 13.51it/s]
41/99 0.457G 0.04932 0.05293 0.05455 0.1568 41 416: 67%|######6 | 34/51 [00:02<00:01, 13.51it/s]
41/99 0.457G 0.04947 0.05369 0.05468 0.1578 112 416: 67%|######6 | 34/51 [00:02<00:01, 13.51it/s]
41/99 0.457G 0.04947 0.05369 0.05468 0.1578 112 416: 71%|####### | 36/51 [00:02<00:01, 13.27it/s]
41/99 0.457G 0.04921 0.05404 0.05473 0.158 68 416: 71%|####### | 36/51 [00:03<00:01, 13.27it/s]
41/99 0.457G 0.04999 0.05446 0.05466 0.1591 104 416: 71%|####### | 36/51 [00:03<00:01, 13.27it/s]
41/99 0.457G 0.04999 0.05446 0.05466 0.1591 104 416: 75%|#######4 | 38/51 [00:03<00:01, 12.70it/s]
41/99 0.457G 0.05007 0.0544 0.05479 0.1593 63 416: 75%|#######4 | 38/51 [00:03<00:01, 12.70it/s]
41/99 0.457G 0.04986 0.05414 0.05492 0.1589 49 416: 75%|#######4 | 38/51 [00:03<00:01, 12.70it/s]
41/99 0.457G 0.04986 0.05414 0.05492 0.1589 49 416: 78%|#######8 | 40/51 [00:03<00:00, 13.09it/s]
41/99 0.457G 0.0497 0.05412 0.05492 0.1587 48 416: 78%|#######8 | 40/51 [00:03<00:00, 13.09it/s]
41/99 0.457G 0.04974 0.05374 0.05505 0.1585 49 416: 78%|#######8 | 40/51 [00:03<00:00, 13.09it/s]
41/99 0.457G 0.04974 0.05374 0.05505 0.1585 49 416: 82%|########2 | 42/51 [00:03<00:00, 13.40it/s]
41/99 0.457G 0.04949 0.05344 0.05494 0.1579 52 416: 82%|########2 | 42/51 [00:03<00:00, 13.40it/s]
41/99 0.457G 0.04941 0.05356 0.055 0.158 61 416: 82%|########2 | 42/51 [00:03<00:00, 13.40it/s]
41/99 0.457G 0.04941 0.05356 0.055 0.158 61 416: 86%|########6 | 44/51 [00:03<00:00, 13.61it/s]
41/99 0.457G 0.04954 0.05278 0.05536 0.1577 19 416: 86%|########6 | 44/51 [00:03<00:00, 13.61it/s]
41/99 0.457G 0.04918 0.05182 0.05499 0.156 3 416: 86%|########6 | 44/51 [00:03<00:00, 13.61it/s]
41/99 0.457G 0.04918 0.05182 0.05499 0.156 3 416: 90%|######### | 46/51 [00:03<00:00, 13.78it/s]
41/99 0.457G 0.04921 0.05172 0.05503 0.156 73 416: 90%|######### | 46/51 [00:03<00:00, 13.78it/s]
41/99 0.457G 0.04915 0.05242 0.05506 0.1566 86 416: 90%|######### | 46/51 [00:03<00:00, 13.78it/s]
41/99 0.457G 0.04915 0.05242 0.05506 0.1566 86 416: 94%|#########4| 48/51 [00:03<00:00, 13.45it/s]
41/99 0.457G 0.04912 0.05253 0.05513 0.1568 73 416: 94%|#########4| 48/51 [00:03<00:00, 13.45it/s]
41/99 0.457G 0.04907 0.05221 0.05513 0.1564 41 416: 94%|#########4| 48/51 [00:04<00:00, 13.45it/s]
41/99 0.457G 0.04907 0.05221 0.05513 0.1564 41 416: 98%|#########8| 50/51 [00:04<00:00, 13.66it/s]
41/99 0.457G 0.04866 0.05162 0.05516 0.1554 5 416: 98%|#########8| 50/51 [00:04<00:00, 13.66it/s]
41/99 0.457G 0.04866 0.05162 0.05516 0.1554 5 416: 100%|##########| 51/51 [00:04<00:00, 12.51it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 8.40it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.05it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.32it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.44it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.90it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
42/99 0.457G 0.05258 0.03213 0.04494 0.1297 49 416: 0%| | 0/51 [00:00<?, ?it/s]
42/99 0.457G 0.05179 0.04875 0.05059 0.1511 100 416: 0%| | 0/51 [00:00<?, ?it/s]
42/99 0.457G 0.05179 0.04875 0.05059 0.1511 100 416: 4%|3 | 2/51 [00:00<00:03, 12.86it/s]
42/99 0.457G 0.04983 0.04769 0.05174 0.1493 57 416: 4%|3 | 2/51 [00:00<00:03, 12.86it/s]
42/99 0.457G 0.04899 0.04189 0.05277 0.1436 22 416: 4%|3 | 2/51 [00:00<00:03, 12.86it/s]
42/99 0.457G 0.04899 0.04189 0.05277 0.1436 22 416: 8%|7 | 4/51 [00:00<00:03, 12.08it/s]
42/99 0.457G 0.04798 0.04372 0.05276 0.1445 65 416: 8%|7 | 4/51 [00:00<00:03, 12.08it/s]
42/99 0.457G 0.0481 0.04478 0.05363 0.1465 66 416: 8%|7 | 4/51 [00:00<00:03, 12.08it/s]
42/99 0.457G 0.0481 0.04478 0.05363 0.1465 66 416: 12%|#1 | 6/51 [00:00<00:03, 12.57it/s]
42/99 0.457G 0.04841 0.04636 0.05441 0.1492 88 416: 12%|#1 | 6/51 [00:00<00:03, 12.57it/s]
42/99 0.457G 0.04955 0.05035 0.05503 0.1549 117 416: 12%|#1 | 6/51 [00:00<00:03, 12.57it/s]
42/99 0.457G 0.04955 0.05035 0.05503 0.1549 117 416: 16%|#5 | 8/51 [00:00<00:03, 12.64it/s]
42/99 0.457G 0.04816 0.04669 0.05287 0.1477 18 416: 16%|#5 | 8/51 [00:00<00:03, 12.64it/s]
42/99 0.457G 0.04788 0.04677 0.0532 0.1479 66 416: 16%|#5 | 8/51 [00:00<00:03, 12.64it/s]
42/99 0.457G 0.04788 0.04677 0.0532 0.1479 66 416: 20%|#9 | 10/51 [00:00<00:03, 13.04it/s]
42/99 0.457G 0.04775 0.04663 0.05378 0.1482 56 416: 20%|#9 | 10/51 [00:00<00:03, 13.04it/s]
42/99 0.457G 0.04692 0.04663 0.0523 0.1459 76 416: 20%|#9 | 10/51 [00:00<00:03, 13.04it/s]
42/99 0.457G 0.04692 0.04663 0.0523 0.1459 76 416: 24%|##3 | 12/51 [00:00<00:02, 13.39it/s]
42/99 0.457G 0.04653 0.04604 0.05266 0.1452 41 416: 24%|##3 | 12/51 [00:00<00:02, 13.39it/s]
42/99 0.457G 0.04667 0.04799 0.05271 0.1474 124 416: 24%|##3 | 12/51 [00:01<00:02, 13.39it/s]
42/99 0.457G 0.04667 0.04799 0.05271 0.1474 124 416: 27%|##7 | 14/51 [00:01<00:02, 13.59it/s]
42/99 0.457G 0.04659 0.05058 0.05297 0.1501 105 416: 27%|##7 | 14/51 [00:01<00:02, 13.59it/s]
42/99 0.457G 0.04629 0.05239 0.05297 0.1516 103 416: 27%|##7 | 14/51 [00:01<00:02, 13.59it/s]
42/99 0.457G 0.04629 0.05239 0.05297 0.1516 103 416: 31%|###1 | 16/51 [00:01<00:02, 13.65it/s]
42/99 0.457G 0.0459 0.05246 0.05311 0.1515 55 416: 31%|###1 | 16/51 [00:01<00:02, 13.65it/s]
42/99 0.457G 0.04572 0.05401 0.05317 0.1529 117 416: 31%|###1 | 16/51 [00:01<00:02, 13.65it/s]
42/99 0.457G 0.04572 0.05401 0.05317 0.1529 117 416: 35%|###5 | 18/51 [00:01<00:02, 13.81it/s]
42/99 0.457G 0.04576 0.05518 0.05334 0.1543 96 416: 35%|###5 | 18/51 [00:01<00:02, 13.81it/s]
42/99 0.457G 0.04603 0.05539 0.05342 0.1548 78 416: 35%|###5 | 18/51 [00:01<00:02, 13.81it/s]
42/99 0.457G 0.04603 0.05539 0.05342 0.1548 78 416: 39%|###9 | 20/51 [00:01<00:02, 13.13it/s]
42/99 0.457G 0.04577 0.05536 0.05318 0.1543 78 416: 39%|###9 | 20/51 [00:01<00:02, 13.13it/s]
42/99 0.457G 0.04554 0.05433 0.05312 0.153 35 416: 39%|###9 | 20/51 [00:01<00:02, 13.13it/s]
42/99 0.457G 0.04554 0.05433 0.05312 0.153 35 416: 43%|####3 | 22/51 [00:01<00:02, 12.21it/s]
42/99 0.457G 0.04558 0.05384 0.05329 0.1527 35 416: 43%|####3 | 22/51 [00:01<00:02, 12.21it/s]
42/99 0.457G 0.04553 0.05418 0.05338 0.1531 61 416: 43%|####3 | 22/51 [00:01<00:02, 12.21it/s]
42/99 0.457G 0.04553 0.05418 0.05338 0.1531 61 416: 47%|####7 | 24/51 [00:01<00:02, 12.65it/s]
42/99 0.457G 0.04562 0.05521 0.05343 0.1543 66 416: 47%|####7 | 24/51 [00:01<00:02, 12.65it/s]
42/99 0.457G 0.0453 0.05595 0.05275 0.154 118 416: 47%|####7 | 24/51 [00:02<00:02, 12.65it/s]
42/99 0.457G 0.0453 0.05595 0.05275 0.154 118 416: 51%|##### | 26/51 [00:02<00:01, 12.65it/s]
42/99 0.457G 0.04511 0.05636 0.05213 0.1536 106 416: 51%|##### | 26/51 [00:02<00:01, 12.65it/s]
42/99 0.457G 0.04545 0.05663 0.05237 0.1545 97 416: 51%|##### | 26/51 [00:02<00:01, 12.65it/s]
42/99 0.457G 0.04545 0.05663 0.05237 0.1545 97 416: 55%|#####4 | 28/51 [00:02<00:01, 13.08it/s]
42/99 0.457G 0.04519 0.05742 0.05244 0.1551 87 416: 55%|#####4 | 28/51 [00:02<00:01, 13.08it/s]
42/99 0.457G 0.04525 0.05696 0.05264 0.1548 57 416: 55%|#####4 | 28/51 [00:02<00:01, 13.08it/s]
42/99 0.457G 0.04525 0.05696 0.05264 0.1548 57 416: 59%|#####8 | 30/51 [00:02<00:01, 12.97it/s]
42/99 0.457G 0.04553 0.05789 0.05259 0.156 138 416: 59%|#####8 | 30/51 [00:02<00:01, 12.97it/s]
42/99 0.457G 0.04571 0.05783 0.05279 0.1563 77 416: 59%|#####8 | 30/51 [00:02<00:01, 12.97it/s]
42/99 0.457G 0.04571 0.05783 0.05279 0.1563 77 416: 63%|######2 | 32/51 [00:02<00:01, 12.91it/s]
42/99 0.457G 0.0456 0.05751 0.05283 0.1559 44 416: 63%|######2 | 32/51 [00:02<00:01, 12.91it/s]
42/99 0.457G 0.04572 0.05707 0.05288 0.1557 54 416: 63%|######2 | 32/51 [00:02<00:01, 12.91it/s]
42/99 0.457G 0.04572 0.05707 0.05288 0.1557 54 416: 67%|######6 | 34/51 [00:02<00:01, 13.26it/s]
42/99 0.457G 0.04573 0.0561 0.05308 0.1549 16 416: 67%|######6 | 34/51 [00:02<00:01, 13.26it/s]
42/99 0.457G 0.04572 0.05604 0.05317 0.1549 78 416: 67%|######6 | 34/51 [00:02<00:01, 13.26it/s]
42/99 0.457G 0.04572 0.05604 0.05317 0.1549 78 416: 71%|####### | 36/51 [00:02<00:01, 12.20it/s]
42/99 0.457G 0.04585 0.05672 0.0532 0.1558 111 416: 71%|####### | 36/51 [00:02<00:01, 12.20it/s]
42/99 0.457G 0.04579 0.05752 0.05326 0.1566 91 416: 71%|####### | 36/51 [00:02<00:01, 12.20it/s]
42/99 0.457G 0.04579 0.05752 0.05326 0.1566 91 416: 75%|#######4 | 38/51 [00:02<00:01, 12.47it/s]
42/99 0.457G 0.04584 0.05878 0.05335 0.158 145 416: 75%|#######4 | 38/51 [00:03<00:01, 12.47it/s]
42/99 0.457G 0.04558 0.05813 0.05336 0.1571 33 416: 75%|#######4 | 38/51 [00:03<00:01, 12.47it/s]
42/99 0.457G 0.04558 0.05813 0.05336 0.1571 33 416: 78%|#######8 | 40/51 [00:03<00:00, 12.77it/s]
42/99 0.457G 0.04559 0.05877 0.05337 0.1577 110 416: 78%|#######8 | 40/51 [00:03<00:00, 12.77it/s]
42/99 0.457G 0.0455 0.06005 0.05328 0.1588 155 416: 78%|#######8 | 40/51 [00:03<00:00, 12.77it/s]
42/99 0.457G 0.0455 0.06005 0.05328 0.1588 155 416: 82%|########2 | 42/51 [00:03<00:00, 12.89it/s]
42/99 0.457G 0.04536 0.05977 0.05329 0.1584 66 416: 82%|########2 | 42/51 [00:03<00:00, 12.89it/s]
42/99 0.457G 0.04541 0.06071 0.05333 0.1595 122 416: 82%|########2 | 42/51 [00:03<00:00, 12.89it/s]
42/99 0.457G 0.04541 0.06071 0.05333 0.1595 122 416: 86%|########6 | 44/51 [00:03<00:00, 12.59it/s]
42/99 0.457G 0.04538 0.06036 0.05345 0.1592 53 416: 86%|########6 | 44/51 [00:03<00:00, 12.59it/s]
42/99 0.457G 0.04541 0.06023 0.05354 0.1592 70 416: 86%|########6 | 44/51 [00:03<00:00, 12.59it/s]
42/99 0.457G 0.04541 0.06023 0.05354 0.1592 70 416: 90%|######### | 46/51 [00:03<00:00, 12.64it/s]
42/99 0.457G 0.04518 0.05942 0.05359 0.1582 23 416: 90%|######### | 46/51 [00:03<00:00, 12.64it/s]
42/99 0.457G 0.04518 0.05963 0.05362 0.1584 81 416: 90%|######### | 46/51 [00:03<00:00, 12.64it/s]
42/99 0.457G 0.04518 0.05963 0.05362 0.1584 81 416: 94%|#########4| 48/51 [00:03<00:00, 12.89it/s]
42/99 0.457G 0.04536 0.05938 0.05357 0.1583 65 416: 94%|#########4| 48/51 [00:03<00:00, 12.89it/s]
42/99 0.457G 0.04545 0.0595 0.0535 0.1584 95 416: 94%|#########4| 48/51 [00:03<00:00, 12.89it/s]
42/99 0.457G 0.04545 0.0595 0.0535 0.1584 95 416: 98%|#########8| 50/51 [00:03<00:00, 12.85it/s]
42/99 0.457G 0.04531 0.06003 0.05342 0.1588 24 416: 98%|#########8| 50/51 [00:03<00:00, 12.85it/s]
42/99 0.457G 0.04531 0.06003 0.05342 0.1588 24 416: 100%|##########| 51/51 [00:03<00:00, 12.81it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.08it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.83it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.72it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 9.88it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 10.56it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
43/99 0.457G 0.05392 0.0677 0.05891 0.1805 60 416: 0%| | 0/51 [00:00<?, ?it/s]
43/99 0.457G 0.04984 0.0614 0.05651 0.1677 51 416: 0%| | 0/51 [00:00<?, ?it/s]
43/99 0.457G 0.04984 0.0614 0.05651 0.1677 51 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
43/99 0.457G 0.05126 0.05348 0.05745 0.1622 36 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
43/99 0.457G 0.0507 0.04898 0.05811 0.1578 24 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
43/99 0.457G 0.0507 0.04898 0.05811 0.1578 24 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
43/99 0.457G 0.04874 0.04943 0.05775 0.1559 58 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
43/99 0.457G 0.04735 0.04881 0.05721 0.1534 55 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
43/99 0.457G 0.04735 0.04881 0.05721 0.1534 55 416: 12%|#1 | 6/51 [00:00<00:03, 13.18it/s]
43/99 0.457G 0.04669 0.04543 0.05627 0.1484 19 416: 12%|#1 | 6/51 [00:00<00:03, 13.18it/s]
43/99 0.457G 0.04628 0.04425 0.05594 0.1465 32 416: 12%|#1 | 6/51 [00:00<00:03, 13.18it/s]
43/99 0.457G 0.04628 0.04425 0.05594 0.1465 32 416: 16%|#5 | 8/51 [00:00<00:03, 13.54it/s]
43/99 0.457G 0.04643 0.04398 0.05574 0.1461 51 416: 16%|#5 | 8/51 [00:00<00:03, 13.54it/s]
43/99 0.457G 0.04613 0.04529 0.05554 0.147 55 416: 16%|#5 | 8/51 [00:00<00:03, 13.54it/s]
43/99 0.457G 0.04613 0.04529 0.05554 0.147 55 416: 20%|#9 | 10/51 [00:00<00:02, 13.77it/s]
43/99 0.457G 0.04611 0.04711 0.05548 0.1487 60 416: 20%|#9 | 10/51 [00:00<00:02, 13.77it/s]
43/99 0.457G 0.04597 0.04601 0.05531 0.1473 31 416: 20%|#9 | 10/51 [00:00<00:02, 13.77it/s]
43/99 0.457G 0.04597 0.04601 0.05531 0.1473 31 416: 24%|##3 | 12/51 [00:00<00:02, 13.40it/s]
43/99 0.457G 0.0462 0.04856 0.05519 0.15 120 416: 24%|##3 | 12/51 [00:00<00:02, 13.40it/s]
43/99 0.457G 0.04706 0.04985 0.05527 0.1522 98 416: 24%|##3 | 12/51 [00:01<00:02, 13.40it/s]
43/99 0.457G 0.04706 0.04985 0.05527 0.1522 98 416: 27%|##7 | 14/51 [00:01<00:02, 13.59it/s]
43/99 0.457G 0.0476 0.05018 0.05534 0.1531 63 416: 27%|##7 | 14/51 [00:01<00:02, 13.59it/s]
43/99 0.457G 0.04696 0.04847 0.05544 0.1509 17 416: 27%|##7 | 14/51 [00:01<00:02, 13.59it/s]
43/99 0.457G 0.04696 0.04847 0.05544 0.1509 17 416: 31%|###1 | 16/51 [00:01<00:02, 12.10it/s]
43/99 0.457G 0.04688 0.0496 0.05552 0.152 79 416: 31%|###1 | 16/51 [00:01<00:02, 12.10it/s]
43/99 0.457G 0.0474 0.0531 0.05569 0.1562 177 416: 31%|###1 | 16/51 [00:01<00:02, 12.10it/s]
43/99 0.457G 0.0474 0.0531 0.05569 0.1562 177 416: 35%|###5 | 18/51 [00:01<00:02, 12.56it/s]
43/99 0.457G 0.04724 0.05128 0.05551 0.154 16 416: 35%|###5 | 18/51 [00:01<00:02, 12.56it/s]
43/99 0.457G 0.04738 0.05277 0.05542 0.1556 105 416: 35%|###5 | 18/51 [00:01<00:02, 12.56it/s]
43/99 0.457G 0.04738 0.05277 0.05542 0.1556 105 416: 39%|###9 | 20/51 [00:01<00:02, 12.96it/s]
43/99 0.457G 0.0475 0.05289 0.05552 0.1559 62 416: 39%|###9 | 20/51 [00:01<00:02, 12.96it/s]
43/99 0.457G 0.04783 0.05363 0.05564 0.1571 107 416: 39%|###9 | 20/51 [00:01<00:02, 12.96it/s]
43/99 0.457G 0.04783 0.05363 0.05564 0.1571 107 416: 43%|####3 | 22/51 [00:01<00:02, 13.31it/s]
43/99 0.457G 0.04788 0.05221 0.05542 0.1555 21 416: 43%|####3 | 22/51 [00:01<00:02, 13.31it/s]
43/99 0.457G 0.0477 0.05194 0.05532 0.155 45 416: 43%|####3 | 22/51 [00:01<00:02, 13.31it/s]
43/99 0.457G 0.0477 0.05194 0.05532 0.155 45 416: 47%|####7 | 24/51 [00:01<00:01, 13.56it/s]
43/99 0.457G 0.04774 0.05216 0.0554 0.1553 75 416: 47%|####7 | 24/51 [00:01<00:01, 13.56it/s]
43/99 0.457G 0.04812 0.05235 0.05536 0.1558 86 416: 47%|####7 | 24/51 [00:01<00:01, 13.56it/s]
43/99 0.457G 0.04812 0.05235 0.05536 0.1558 86 416: 51%|##### | 26/51 [00:01<00:01, 13.70it/s]
43/99 0.457G 0.0479 0.05198 0.05551 0.1554 45 416: 51%|##### | 26/51 [00:02<00:01, 13.70it/s]
43/99 0.457G 0.04824 0.05283 0.05563 0.1567 109 416: 51%|##### | 26/51 [00:02<00:01, 13.70it/s]
43/99 0.457G 0.04824 0.05283 0.05563 0.1567 109 416: 55%|#####4 | 28/51 [00:02<00:01, 13.39it/s]
43/99 0.457G 0.04823 0.05218 0.05555 0.156 36 416: 55%|#####4 | 28/51 [00:02<00:01, 13.39it/s]
43/99 0.457G 0.04835 0.0517 0.05554 0.1556 49 416: 55%|#####4 | 28/51 [00:02<00:01, 13.39it/s]
43/99 0.457G 0.04835 0.0517 0.05554 0.1556 49 416: 59%|#####8 | 30/51 [00:02<00:01, 13.62it/s]
43/99 0.457G 0.04837 0.05174 0.05529 0.1554 78 416: 59%|#####8 | 30/51 [00:02<00:01, 13.62it/s]
43/99 0.457G 0.04848 0.05288 0.05532 0.1567 113 416: 59%|#####8 | 30/51 [00:02<00:01, 13.62it/s]
43/99 0.457G 0.04848 0.05288 0.05532 0.1567 113 416: 63%|######2 | 32/51 [00:02<00:01, 12.55it/s]
43/99 0.457G 0.04841 0.05308 0.05523 0.1567 68 416: 63%|######2 | 32/51 [00:02<00:01, 12.55it/s]
43/99 0.457G 0.04849 0.05364 0.0552 0.1573 98 416: 63%|######2 | 32/51 [00:02<00:01, 12.55it/s]
43/99 0.457G 0.04849 0.05364 0.0552 0.1573 98 416: 67%|######6 | 34/51 [00:02<00:01, 13.38it/s]
43/99 0.457G 0.04857 0.0532 0.05524 0.157 46 416: 67%|######6 | 34/51 [00:02<00:01, 13.38it/s]
43/99 0.457G 0.04885 0.05335 0.0553 0.1575 74 416: 67%|######6 | 34/51 [00:02<00:01, 13.38it/s]
43/99 0.457G 0.04885 0.05335 0.0553 0.1575 74 416: 71%|####### | 36/51 [00:02<00:01, 13.18it/s]
43/99 0.457G 0.04898 0.05279 0.05542 0.1572 41 416: 71%|####### | 36/51 [00:02<00:01, 13.18it/s]
43/99 0.457G 0.04885 0.05294 0.05542 0.1572 61 416: 71%|####### | 36/51 [00:02<00:01, 13.18it/s]
43/99 0.457G 0.04885 0.05294 0.05542 0.1572 61 416: 75%|#######4 | 38/51 [00:02<00:00, 13.05it/s]
43/99 0.457G 0.04947 0.05339 0.05542 0.1583 118 416: 75%|#######4 | 38/51 [00:02<00:00, 13.05it/s]
43/99 0.457G 0.04926 0.05263 0.0554 0.1573 31 416: 75%|#######4 | 38/51 [00:03<00:00, 13.05it/s]
43/99 0.457G 0.04926 0.05263 0.0554 0.1573 31 416: 78%|#######8 | 40/51 [00:03<00:00, 13.35it/s]
43/99 0.457G 0.04926 0.05229 0.05535 0.1569 45 416: 78%|#######8 | 40/51 [00:03<00:00, 13.35it/s]
43/99 0.457G 0.04934 0.05279 0.05535 0.1575 94 416: 78%|#######8 | 40/51 [00:03<00:00, 13.35it/s]
43/99 0.457G 0.04934 0.05279 0.05535 0.1575 94 416: 82%|########2 | 42/51 [00:03<00:00, 13.59it/s]
43/99 0.457G 0.04902 0.05226 0.05495 0.1562 43 416: 82%|########2 | 42/51 [00:03<00:00, 13.59it/s]
43/99 0.457G 0.04896 0.05266 0.05484 0.1565 85 416: 82%|########2 | 42/51 [00:03<00:00, 13.59it/s]
43/99 0.457G 0.04896 0.05266 0.05484 0.1565 85 416: 86%|########6 | 44/51 [00:03<00:00, 13.82it/s]
43/99 0.457G 0.04902 0.05324 0.05495 0.1572 119 416: 86%|########6 | 44/51 [00:03<00:00, 13.82it/s]
43/99 0.457G 0.04893 0.05297 0.05508 0.157 61 416: 86%|########6 | 44/51 [00:03<00:00, 13.82it/s]
43/99 0.457G 0.04893 0.05297 0.05508 0.157 61 416: 90%|######### | 46/51 [00:03<00:00, 13.49it/s]
43/99 0.457G 0.0488 0.05317 0.05503 0.157 77 416: 90%|######### | 46/51 [00:03<00:00, 13.49it/s]
43/99 0.457G 0.04871 0.0532 0.05501 0.1569 51 416: 90%|######### | 46/51 [00:03<00:00, 13.49it/s]
43/99 0.457G 0.04871 0.0532 0.05501 0.1569 51 416: 94%|#########4| 48/51 [00:03<00:00, 12.85it/s]
43/99 0.457G 0.04873 0.05272 0.05499 0.1564 30 416: 94%|#########4| 48/51 [00:03<00:00, 12.85it/s]
43/99 0.457G 0.04874 0.05307 0.05494 0.1568 104 416: 94%|#########4| 48/51 [00:03<00:00, 12.85it/s]
43/99 0.457G 0.04874 0.05307 0.05494 0.1568 104 416: 98%|#########8| 50/51 [00:03<00:00, 13.22it/s]
43/99 0.457G 0.04841 0.05309 0.05484 0.1563 16 416: 98%|#########8| 50/51 [00:03<00:00, 13.22it/s]
43/99 0.457G 0.04841 0.05309 0.05484 0.1563 16 416: 100%|##########| 51/51 [00:03<00:00, 13.24it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 8.98it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.49it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.82it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 10.51it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.19it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
44/99 0.457G 0.05467 0.06631 0.05506 0.176 75 416: 0%| | 0/51 [00:00<?, ?it/s]
44/99 0.457G 0.04799 0.05981 0.05325 0.161 73 416: 0%| | 0/51 [00:00<?, ?it/s]
44/99 0.457G 0.04799 0.05981 0.05325 0.161 73 416: 4%|3 | 2/51 [00:00<00:03, 14.02it/s]
44/99 0.457G 0.04744 0.06048 0.05425 0.1622 78 416: 4%|3 | 2/51 [00:00<00:03, 14.02it/s]
44/99 0.457G 0.04692 0.05829 0.05467 0.1599 62 416: 4%|3 | 2/51 [00:00<00:03, 14.02it/s]
44/99 0.457G 0.04692 0.05829 0.05467 0.1599 62 416: 8%|7 | 4/51 [00:00<00:03, 13.23it/s]
44/99 0.457G 0.04784 0.05424 0.05377 0.1559 51 416: 8%|7 | 4/51 [00:00<00:03, 13.23it/s]
44/99 0.457G 0.04685 0.05338 0.05381 0.154 62 416: 8%|7 | 4/51 [00:00<00:03, 13.23it/s]
44/99 0.457G 0.04685 0.05338 0.05381 0.154 62 416: 12%|#1 | 6/51 [00:00<00:03, 13.65it/s]
44/99 0.457G 0.04513 0.05641 0.05128 0.1528 109 416: 12%|#1 | 6/51 [00:00<00:03, 13.65it/s]
44/99 0.457G 0.04498 0.05581 0.05195 0.1527 61 416: 12%|#1 | 6/51 [00:00<00:03, 13.65it/s]
44/99 0.457G 0.04498 0.05581 0.05195 0.1527 61 416: 16%|#5 | 8/51 [00:00<00:03, 13.27it/s]
44/99 0.457G 0.04652 0.05265 0.05336 0.1525 35 416: 16%|#5 | 8/51 [00:00<00:03, 13.27it/s]
44/99 0.457G 0.04621 0.05286 0.05336 0.1524 60 416: 16%|#5 | 8/51 [00:00<00:03, 13.27it/s]
44/99 0.457G 0.04621 0.05286 0.05336 0.1524 60 416: 20%|#9 | 10/51 [00:00<00:03, 13.60it/s]
44/99 0.457G 0.0465 0.05324 0.05389 0.1536 82 416: 20%|#9 | 10/51 [00:00<00:03, 13.60it/s]
44/99 0.457G 0.04662 0.05481 0.05401 0.1554 103 416: 20%|#9 | 10/51 [00:00<00:03, 13.60it/s]
44/99 0.457G 0.04662 0.05481 0.05401 0.1554 103 416: 24%|##3 | 12/51 [00:00<00:03, 12.84it/s]
44/99 0.457G 0.04638 0.05439 0.05408 0.1549 63 416: 24%|##3 | 12/51 [00:01<00:03, 12.84it/s]
44/99 0.457G 0.04575 0.05271 0.05403 0.1525 26 416: 24%|##3 | 12/51 [00:01<00:03, 12.84it/s]
44/99 0.457G 0.04575 0.05271 0.05403 0.1525 26 416: 27%|##7 | 14/51 [00:01<00:03, 11.80it/s]
44/99 0.457G 0.0453 0.05226 0.05406 0.1516 50 416: 27%|##7 | 14/51 [00:01<00:03, 11.80it/s]
44/99 0.457G 0.04456 0.05348 0.05295 0.151 108 416: 27%|##7 | 14/51 [00:01<00:03, 11.80it/s]
44/99 0.457G 0.04456 0.05348 0.05295 0.151 108 416: 31%|###1 | 16/51 [00:01<00:02, 12.46it/s]
44/99 0.457G 0.04396 0.05379 0.05263 0.1504 85 416: 31%|###1 | 16/51 [00:01<00:02, 12.46it/s]
44/99 0.457G 0.04465 0.0547 0.05282 0.1522 62 416: 31%|###1 | 16/51 [00:01<00:02, 12.46it/s]
44/99 0.457G 0.04465 0.0547 0.05282 0.1522 62 416: 35%|###5 | 18/51 [00:01<00:02, 12.55it/s]
44/99 0.457G 0.04485 0.05337 0.05308 0.1513 32 416: 35%|###5 | 18/51 [00:01<00:02, 12.55it/s]
44/99 0.457G 0.04515 0.05364 0.05327 0.1521 74 416: 35%|###5 | 18/51 [00:01<00:02, 12.55it/s]
44/99 0.457G 0.04515 0.05364 0.05327 0.1521 74 416: 39%|###9 | 20/51 [00:01<00:02, 12.61it/s]
44/99 0.457G 0.04497 0.05218 0.05313 0.1503 31 416: 39%|###9 | 20/51 [00:01<00:02, 12.61it/s]
44/99 0.457G 0.04508 0.05248 0.0528 0.1504 80 416: 39%|###9 | 20/51 [00:01<00:02, 12.61it/s]
44/99 0.457G 0.04508 0.05248 0.0528 0.1504 80 416: 43%|####3 | 22/51 [00:01<00:02, 12.86it/s]
44/99 0.457G 0.04523 0.05249 0.05297 0.1507 59 416: 43%|####3 | 22/51 [00:01<00:02, 12.86it/s]
44/99 0.457G 0.0448 0.05185 0.05293 0.1496 38 416: 43%|####3 | 22/51 [00:01<00:02, 12.86it/s]
44/99 0.457G 0.0448 0.05185 0.05293 0.1496 38 416: 47%|####7 | 24/51 [00:01<00:02, 12.83it/s]
44/99 0.457G 0.04468 0.05214 0.05291 0.1497 70 416: 47%|####7 | 24/51 [00:01<00:02, 12.83it/s]
44/99 0.457G 0.04485 0.05232 0.05299 0.1501 50 416: 47%|####7 | 24/51 [00:02<00:02, 12.83it/s]
44/99 0.457G 0.04485 0.05232 0.05299 0.1501 50 416: 51%|##### | 26/51 [00:02<00:01, 13.21it/s]
44/99 0.457G 0.04498 0.05182 0.05311 0.1499 54 416: 51%|##### | 26/51 [00:02<00:01, 13.21it/s]
44/99 0.457G 0.04478 0.05139 0.05324 0.1494 47 416: 51%|##### | 26/51 [00:02<00:01, 13.21it/s]
44/99 0.457G 0.04478 0.05139 0.05324 0.1494 47 416: 55%|#####4 | 28/51 [00:02<00:01, 13.44it/s]
44/99 0.457G 0.04471 0.05042 0.05328 0.1484 19 416: 55%|#####4 | 28/51 [00:02<00:01, 13.44it/s]
44/99 0.457G 0.04543 0.0491 0.0533 0.1478 8 416: 55%|#####4 | 28/51 [00:02<00:01, 13.44it/s]
44/99 0.457G 0.04543 0.0491 0.0533 0.1478 8 416: 59%|#####8 | 30/51 [00:02<00:01, 12.45it/s]
44/99 0.457G 0.0455 0.05013 0.05338 0.149 109 416: 59%|#####8 | 30/51 [00:02<00:01, 12.45it/s]
44/99 0.457G 0.0455 0.0498 0.05343 0.1487 44 416: 59%|#####8 | 30/51 [00:02<00:01, 12.45it/s]
44/99 0.457G 0.0455 0.0498 0.05343 0.1487 44 416: 63%|######2 | 32/51 [00:02<00:01, 12.61it/s]
44/99 0.457G 0.04544 0.04927 0.05346 0.1482 36 416: 63%|######2 | 32/51 [00:02<00:01, 12.61it/s]
44/99 0.457G 0.04589 0.04986 0.05328 0.149 95 416: 63%|######2 | 32/51 [00:02<00:01, 12.61it/s]
44/99 0.457G 0.04589 0.04986 0.05328 0.149 95 416: 67%|######6 | 34/51 [00:02<00:01, 12.29it/s]
44/99 0.457G 0.04608 0.05043 0.05328 0.1498 88 416: 67%|######6 | 34/51 [00:02<00:01, 12.29it/s]
44/99 0.457G 0.04587 0.05081 0.05327 0.15 81 416: 67%|######6 | 34/51 [00:02<00:01, 12.29it/s]
44/99 0.457G 0.04587 0.05081 0.05327 0.15 81 416: 71%|####### | 36/51 [00:02<00:01, 12.42it/s]
44/99 0.457G 0.04624 0.05165 0.05322 0.1511 110 416: 71%|####### | 36/51 [00:02<00:01, 12.42it/s]
44/99 0.457G 0.0462 0.05223 0.05329 0.1517 88 416: 71%|####### | 36/51 [00:02<00:01, 12.42it/s]
44/99 0.457G 0.0462 0.05223 0.05329 0.1517 88 416: 75%|#######4 | 38/51 [00:02<00:01, 12.90it/s]
44/99 0.457G 0.04659 0.05271 0.05329 0.1526 110 416: 75%|#######4 | 38/51 [00:03<00:01, 12.90it/s]
44/99 0.457G 0.04667 0.05284 0.05337 0.1529 72 416: 75%|#######4 | 38/51 [00:03<00:01, 12.90it/s]
44/99 0.457G 0.04667 0.05284 0.05337 0.1529 72 416: 78%|#######8 | 40/51 [00:03<00:00, 12.82it/s]
44/99 0.457G 0.04653 0.05315 0.0534 0.1531 80 416: 78%|#######8 | 40/51 [00:03<00:00, 12.82it/s]
44/99 0.457G 0.04635 0.05368 0.05336 0.1534 86 416: 78%|#######8 | 40/51 [00:03<00:00, 12.82it/s]
44/99 0.457G 0.04635 0.05368 0.05336 0.1534 86 416: 82%|########2 | 42/51 [00:03<00:00, 13.20it/s]
44/99 0.457G 0.04633 0.05288 0.05351 0.1527 15 416: 82%|########2 | 42/51 [00:03<00:00, 13.20it/s]
44/99 0.457G 0.04643 0.05364 0.05351 0.1536 113 416: 82%|########2 | 42/51 [00:03<00:00, 13.20it/s]
44/99 0.457G 0.04643 0.05364 0.05351 0.1536 113 416: 86%|########6 | 44/51 [00:03<00:00, 12.78it/s]
44/99 0.457G 0.0463 0.05437 0.05313 0.1538 141 416: 86%|########6 | 44/51 [00:03<00:00, 12.78it/s]
44/99 0.457G 0.0462 0.05475 0.05311 0.1541 99 416: 86%|########6 | 44/51 [00:03<00:00, 12.78it/s]
44/99 0.457G 0.0462 0.05475 0.05311 0.1541 99 416: 90%|######### | 46/51 [00:03<00:00, 12.05it/s]
44/99 0.457G 0.0465 0.0552 0.05313 0.1548 71 416: 90%|######### | 46/51 [00:03<00:00, 12.05it/s]
44/99 0.457G 0.04636 0.05549 0.05318 0.155 99 416: 90%|######### | 46/51 [00:03<00:00, 12.05it/s]
44/99 0.457G 0.04636 0.05549 0.05318 0.155 99 416: 94%|#########4| 48/51 [00:03<00:00, 12.16it/s]
44/99 0.457G 0.04641 0.05545 0.05332 0.1552 67 416: 94%|#########4| 48/51 [00:03<00:00, 12.16it/s]
44/99 0.457G 0.04649 0.0551 0.05335 0.1549 46 416: 94%|#########4| 48/51 [00:03<00:00, 12.16it/s]
44/99 0.457G 0.04649 0.0551 0.05335 0.1549 46 416: 98%|#########8| 50/51 [00:03<00:00, 12.42it/s]
44/99 0.457G 0.04674 0.05487 0.05328 0.1549 13 416: 98%|#########8| 50/51 [00:04<00:00, 12.42it/s]
44/99 0.457G 0.04674 0.05487 0.05328 0.1549 13 416: 100%|##########| 51/51 [00:04<00:00, 12.71it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 8.21it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.27it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.77it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 10.77it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.39it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
45/99 0.457G 0.0491 0.03119 0.06115 0.1415 39 416: 0%| | 0/51 [00:00<?, ?it/s]
45/99 0.457G 0.05071 0.04877 0.05813 0.1576 120 416: 0%| | 0/51 [00:00<?, ?it/s]
45/99 0.457G 0.05071 0.04877 0.05813 0.1576 120 416: 4%|3 | 2/51 [00:00<00:03, 13.95it/s]
45/99 0.457G 0.05139 0.04902 0.058 0.1584 72 416: 4%|3 | 2/51 [00:00<00:03, 13.95it/s]
45/99 0.457G 0.05292 0.05781 0.05748 0.1682 104 416: 4%|3 | 2/51 [00:00<00:03, 13.95it/s]
45/99 0.457G 0.05292 0.05781 0.05748 0.1682 104 416: 8%|7 | 4/51 [00:00<00:03, 13.23it/s]
45/99 0.457G 0.05058 0.05326 0.05548 0.1593 41 416: 8%|7 | 4/51 [00:00<00:03, 13.23it/s]
45/99 0.457G 0.05054 0.05178 0.0555 0.1578 71 416: 8%|7 | 4/51 [00:00<00:03, 13.23it/s]
45/99 0.457G 0.05054 0.05178 0.0555 0.1578 71 416: 12%|#1 | 6/51 [00:00<00:03, 13.00it/s]
45/99 0.457G 0.05095 0.05561 0.05571 0.1623 98 416: 12%|#1 | 6/51 [00:00<00:03, 13.00it/s]
45/99 0.457G 0.04974 0.0525 0.05532 0.1576 35 416: 12%|#1 | 6/51 [00:00<00:03, 13.00it/s]
45/99 0.457G 0.04974 0.0525 0.05532 0.1576 35 416: 16%|#5 | 8/51 [00:00<00:03, 13.55it/s]
45/99 0.457G 0.05048 0.05343 0.0554 0.1593 62 416: 16%|#5 | 8/51 [00:00<00:03, 13.55it/s]
45/99 0.457G 0.05041 0.05367 0.0552 0.1593 62 416: 16%|#5 | 8/51 [00:00<00:03, 13.55it/s]
45/99 0.457G 0.05041 0.05367 0.0552 0.1593 62 416: 20%|#9 | 10/51 [00:00<00:03, 12.69it/s]
45/99 0.457G 0.05074 0.05679 0.05538 0.1629 132 416: 20%|#9 | 10/51 [00:00<00:03, 12.69it/s]
45/99 0.457G 0.04997 0.05598 0.05541 0.1614 55 416: 20%|#9 | 10/51 [00:00<00:03, 12.69it/s]
45/99 0.457G 0.04997 0.05598 0.05541 0.1614 55 416: 24%|##3 | 12/51 [00:00<00:03, 12.70it/s]
45/99 0.457G 0.04957 0.05693 0.05527 0.1618 104 416: 24%|##3 | 12/51 [00:00<00:03, 12.70it/s]
45/99 0.457G 0.04982 0.05374 0.05604 0.1596 10 416: 24%|##3 | 12/51 [00:01<00:03, 12.70it/s]
45/99 0.457G 0.04982 0.05374 0.05604 0.1596 10 416: 27%|##7 | 14/51 [00:01<00:02, 13.15it/s]
45/99 0.457G 0.04946 0.05335 0.05592 0.1587 60 416: 27%|##7 | 14/51 [00:01<00:02, 13.15it/s]
45/99 0.457G 0.04882 0.05436 0.05578 0.159 85 416: 27%|##7 | 14/51 [00:01<00:02, 13.15it/s]
45/99 0.457G 0.04882 0.05436 0.05578 0.159 85 416: 31%|###1 | 16/51 [00:01<00:02, 12.77it/s]
45/99 0.457G 0.04804 0.05525 0.05574 0.159 91 416: 31%|###1 | 16/51 [00:01<00:02, 12.77it/s]
45/99 0.457G 0.0476 0.05521 0.05588 0.1587 81 416: 31%|###1 | 16/51 [00:01<00:02, 12.77it/s]
45/99 0.457G 0.0476 0.05521 0.05588 0.1587 81 416: 35%|###5 | 18/51 [00:01<00:02, 13.30it/s]
45/99 0.457G 0.04752 0.05631 0.05579 0.1596 118 416: 35%|###5 | 18/51 [00:01<00:02, 13.30it/s]
45/99 0.457G 0.04706 0.05781 0.05568 0.1605 128 416: 35%|###5 | 18/51 [00:01<00:02, 13.30it/s]
45/99 0.457G 0.04706 0.05781 0.05568 0.1605 128 416: 39%|###9 | 20/51 [00:01<00:02, 13.12it/s]
45/99 0.457G 0.04703 0.05932 0.05562 0.162 86 416: 39%|###9 | 20/51 [00:01<00:02, 13.12it/s]
45/99 0.457G 0.04719 0.05855 0.05548 0.1612 63 416: 39%|###9 | 20/51 [00:01<00:02, 13.12it/s]
45/99 0.457G 0.04719 0.05855 0.05548 0.1612 63 416: 43%|####3 | 22/51 [00:01<00:02, 13.43it/s]
45/99 0.457G 0.04733 0.05786 0.05547 0.1607 50 416: 43%|####3 | 22/51 [00:01<00:02, 13.43it/s]
45/99 0.457G 0.04699 0.05703 0.05525 0.1593 42 416: 43%|####3 | 22/51 [00:01<00:02, 13.43it/s]
45/99 0.457G 0.04699 0.05703 0.05525 0.1593 42 416: 47%|####7 | 24/51 [00:01<00:02, 12.81it/s]
45/99 0.457G 0.04668 0.0577 0.05523 0.1596 80 416: 47%|####7 | 24/51 [00:01<00:02, 12.81it/s]
45/99 0.457G 0.04632 0.05741 0.05501 0.1587 52 416: 47%|####7 | 24/51 [00:02<00:02, 12.81it/s]
45/99 0.457G 0.04632 0.05741 0.05501 0.1587 52 416: 51%|##### | 26/51 [00:02<00:02, 12.06it/s]
45/99 0.457G 0.0465 0.05735 0.05493 0.1588 70 416: 51%|##### | 26/51 [00:02<00:02, 12.06it/s]
45/99 0.457G 0.0463 0.05755 0.05482 0.1587 76 416: 51%|##### | 26/51 [00:02<00:02, 12.06it/s]
45/99 0.457G 0.0463 0.05755 0.05482 0.1587 76 416: 55%|#####4 | 28/51 [00:02<00:01, 11.99it/s]
45/99 0.457G 0.0459 0.05694 0.05487 0.1577 38 416: 55%|#####4 | 28/51 [00:02<00:01, 11.99it/s]
45/99 0.457G 0.04633 0.05746 0.05484 0.1586 109 416: 55%|#####4 | 28/51 [00:02<00:01, 11.99it/s]
45/99 0.457G 0.04633 0.05746 0.05484 0.1586 109 416: 59%|#####8 | 30/51 [00:02<00:01, 12.26it/s]
45/99 0.457G 0.04666 0.05714 0.05462 0.1584 72 416: 59%|#####8 | 30/51 [00:02<00:01, 12.26it/s]
45/99 0.457G 0.04667 0.05632 0.05454 0.1575 35 416: 59%|#####8 | 30/51 [00:02<00:01, 12.26it/s]
45/99 0.457G 0.04667 0.05632 0.05454 0.1575 35 416: 63%|######2 | 32/51 [00:02<00:01, 12.78it/s]
45/99 0.457G 0.04646 0.05614 0.05443 0.157 56 416: 63%|######2 | 32/51 [00:02<00:01, 12.78it/s]
45/99 0.457G 0.04607 0.05592 0.05436 0.1563 50 416: 63%|######2 | 32/51 [00:02<00:01, 12.78it/s]
45/99 0.457G 0.04607 0.05592 0.05436 0.1563 50 416: 67%|######6 | 34/51 [00:02<00:01, 12.77it/s]
45/99 0.457G 0.04604 0.05626 0.05449 0.1568 91 416: 67%|######6 | 34/51 [00:02<00:01, 12.77it/s]
45/99 0.457G 0.04604 0.05555 0.0546 0.1562 37 416: 67%|######6 | 34/51 [00:02<00:01, 12.77it/s]
45/99 0.457G 0.04604 0.05555 0.0546 0.1562 37 416: 71%|####### | 36/51 [00:02<00:01, 13.16it/s]
45/99 0.457G 0.046 0.05528 0.0546 0.1559 50 416: 71%|####### | 36/51 [00:02<00:01, 13.16it/s]
45/99 0.457G 0.04586 0.05479 0.0547 0.1554 42 416: 71%|####### | 36/51 [00:02<00:01, 13.16it/s]
45/99 0.457G 0.04586 0.05479 0.0547 0.1554 42 416: 75%|#######4 | 38/51 [00:02<00:00, 13.03it/s]
45/99 0.457G 0.04589 0.05615 0.05474 0.1568 160 416: 75%|#######4 | 38/51 [00:03<00:00, 13.03it/s]
45/99 0.457G 0.04597 0.05623 0.05471 0.1569 82 416: 75%|#######4 | 38/51 [00:03<00:00, 13.03it/s]
45/99 0.457G 0.04597 0.05623 0.05471 0.1569 82 416: 78%|#######8 | 40/51 [00:03<00:00, 13.36it/s]
45/99 0.457G 0.04576 0.05546 0.05462 0.1558 23 416: 78%|#######8 | 40/51 [00:03<00:00, 13.36it/s]
45/99 0.457G 0.04591 0.05533 0.05474 0.156 64 416: 78%|#######8 | 40/51 [00:03<00:00, 13.36it/s]
45/99 0.457G 0.04591 0.05533 0.05474 0.156 64 416: 82%|########2 | 42/51 [00:03<00:00, 12.73it/s]
45/99 0.457G 0.04596 0.0552 0.05473 0.1559 74 416: 82%|########2 | 42/51 [00:03<00:00, 12.73it/s]
45/99 0.457G 0.04603 0.0557 0.05473 0.1565 93 416: 82%|########2 | 42/51 [00:03<00:00, 12.73it/s]
45/99 0.457G 0.04603 0.0557 0.05473 0.1565 93 416: 86%|########6 | 44/51 [00:03<00:00, 13.13it/s]
45/99 0.457G 0.04612 0.05561 0.05475 0.1565 75 416: 86%|########6 | 44/51 [00:03<00:00, 13.13it/s]
45/99 0.457G 0.04593 0.05624 0.05474 0.1569 135 416: 86%|########6 | 44/51 [00:03<00:00, 13.13it/s]
45/99 0.457G 0.04593 0.05624 0.05474 0.1569 135 416: 90%|######### | 46/51 [00:03<00:00, 13.42it/s]
45/99 0.457G 0.04589 0.0565 0.05474 0.1571 102 416: 90%|######### | 46/51 [00:03<00:00, 13.42it/s]
45/99 0.457G 0.04575 0.05653 0.05472 0.157 73 416: 90%|######### | 46/51 [00:03<00:00, 13.42it/s]
45/99 0.457G 0.04575 0.05653 0.05472 0.157 73 416: 94%|#########4| 48/51 [00:03<00:00, 13.22it/s]
45/99 0.457G 0.04573 0.05624 0.05467 0.1566 52 416: 94%|#########4| 48/51 [00:03<00:00, 13.22it/s]
45/99 0.457G 0.0458 0.05562 0.0546 0.156 21 416: 94%|#########4| 48/51 [00:03<00:00, 13.22it/s]
45/99 0.457G 0.0458 0.05562 0.0546 0.156 21 416: 98%|#########8| 50/51 [00:03<00:00, 13.48it/s]
45/99 0.457G 0.04545 0.05509 0.05429 0.1548 9 416: 98%|#########8| 50/51 [00:03<00:00, 13.48it/s]
45/99 0.457G 0.04545 0.05509 0.05429 0.1548 9 416: 100%|##########| 51/51 [00:03<00:00, 12.99it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.70it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 10.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.05it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.66it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
46/99 0.457G 0.04714 0.05436 0.05604 0.1575 77 416: 0%| | 0/51 [00:00<?, ?it/s]
46/99 0.457G 0.044 0.04531 0.05749 0.1468 45 416: 0%| | 0/51 [00:00<?, ?it/s]
46/99 0.457G 0.044 0.04531 0.05749 0.1468 45 416: 4%|3 | 2/51 [00:00<00:03, 12.53it/s]
46/99 0.457G 0.04373 0.04972 0.05511 0.1486 96 416: 4%|3 | 2/51 [00:00<00:03, 12.53it/s]
46/99 0.457G 0.04395 0.04462 0.05361 0.1422 42 416: 4%|3 | 2/51 [00:00<00:03, 12.53it/s]
46/99 0.457G 0.04395 0.04462 0.05361 0.1422 42 416: 8%|7 | 4/51 [00:00<00:03, 13.52it/s]
46/99 0.457G 0.04487 0.04705 0.05354 0.1455 66 416: 8%|7 | 4/51 [00:00<00:03, 13.52it/s]
46/99 0.457G 0.04621 0.05146 0.05385 0.1515 108 416: 8%|7 | 4/51 [00:00<00:03, 13.52it/s]
46/99 0.457G 0.04621 0.05146 0.05385 0.1515 108 416: 12%|#1 | 6/51 [00:00<00:03, 13.00it/s]
46/99 0.457G 0.04546 0.05494 0.05442 0.1548 111 416: 12%|#1 | 6/51 [00:00<00:03, 13.00it/s]
46/99 0.457G 0.04453 0.05267 0.05411 0.1513 48 416: 12%|#1 | 6/51 [00:00<00:03, 13.00it/s]
46/99 0.457G 0.04453 0.05267 0.05411 0.1513 48 416: 16%|#5 | 8/51 [00:00<00:03, 11.52it/s]
46/99 0.457G 0.04466 0.05113 0.0544 0.1502 45 416: 16%|#5 | 8/51 [00:00<00:03, 11.52it/s]
46/99 0.457G 0.04359 0.0503 0.05433 0.1482 59 416: 16%|#5 | 8/51 [00:00<00:03, 11.52it/s]
46/99 0.457G 0.04359 0.0503 0.05433 0.1482 59 416: 20%|#9 | 10/51 [00:00<00:03, 11.78it/s]
46/99 0.457G 0.04317 0.05361 0.05427 0.151 129 416: 20%|#9 | 10/51 [00:00<00:03, 11.78it/s]
46/99 0.457G 0.04328 0.05242 0.05452 0.1502 34 416: 20%|#9 | 10/51 [00:00<00:03, 11.78it/s]
46/99 0.457G 0.04328 0.05242 0.05452 0.1502 34 416: 24%|##3 | 12/51 [00:00<00:03, 12.09it/s]
46/99 0.457G 0.04329 0.05436 0.05435 0.152 128 416: 24%|##3 | 12/51 [00:01<00:03, 12.09it/s]
46/99 0.457G 0.04367 0.0534 0.0542 0.1513 54 416: 24%|##3 | 12/51 [00:01<00:03, 12.09it/s]
46/99 0.457G 0.04367 0.0534 0.0542 0.1513 54 416: 27%|##7 | 14/51 [00:01<00:02, 12.67it/s]
46/99 0.457G 0.0432 0.05441 0.05378 0.1514 110 416: 27%|##7 | 14/51 [00:01<00:02, 12.67it/s]
46/99 0.457G 0.04316 0.05608 0.05376 0.153 106 416: 27%|##7 | 14/51 [00:01<00:02, 12.67it/s]
46/99 0.457G 0.04316 0.05608 0.05376 0.153 106 416: 31%|###1 | 16/51 [00:01<00:02, 12.59it/s]
46/99 0.457G 0.04328 0.05758 0.05378 0.1546 133 416: 31%|###1 | 16/51 [00:01<00:02, 12.59it/s]
46/99 0.457G 0.04364 0.0578 0.05379 0.1552 86 416: 31%|###1 | 16/51 [00:01<00:02, 12.59it/s]
46/99 0.457G 0.04364 0.0578 0.05379 0.1552 86 416: 35%|###5 | 18/51 [00:01<00:02, 12.69it/s]
46/99 0.457G 0.04365 0.05842 0.05388 0.156 86 416: 35%|###5 | 18/51 [00:01<00:02, 12.69it/s]
46/99 0.457G 0.04373 0.05996 0.05401 0.1577 121 416: 35%|###5 | 18/51 [00:01<00:02, 12.69it/s]
46/99 0.457G 0.04373 0.05996 0.05401 0.1577 121 416: 39%|###9 | 20/51 [00:01<00:02, 13.00it/s]
46/99 0.457G 0.04408 0.0588 0.05402 0.1569 49 416: 39%|###9 | 20/51 [00:01<00:02, 13.00it/s]
46/99 0.457G 0.04424 0.05758 0.05421 0.156 42 416: 39%|###9 | 20/51 [00:01<00:02, 13.00it/s]
46/99 0.457G 0.04424 0.05758 0.05421 0.156 42 416: 43%|####3 | 22/51 [00:01<00:02, 12.94it/s]
46/99 0.457G 0.04428 0.05797 0.05419 0.1564 72 416: 43%|####3 | 22/51 [00:01<00:02, 12.94it/s]
46/99 0.457G 0.04411 0.05854 0.05414 0.1568 107 416: 43%|####3 | 22/51 [00:01<00:02, 12.94it/s]
46/99 0.457G 0.04411 0.05854 0.05414 0.1568 107 416: 47%|####7 | 24/51 [00:01<00:02, 11.84it/s]
46/99 0.457G 0.04421 0.0589 0.05435 0.1575 91 416: 47%|####7 | 24/51 [00:02<00:02, 11.84it/s]
46/99 0.457G 0.0443 0.05777 0.05442 0.1565 27 416: 47%|####7 | 24/51 [00:02<00:02, 11.84it/s]
46/99 0.457G 0.0443 0.05777 0.05442 0.1565 27 416: 51%|##### | 26/51 [00:02<00:02, 11.81it/s]
46/99 0.457G 0.04436 0.05851 0.05425 0.1571 118 416: 51%|##### | 26/51 [00:02<00:02, 11.81it/s]
46/99 0.457G 0.04439 0.05946 0.05431 0.1582 121 416: 51%|##### | 26/51 [00:02<00:02, 11.81it/s]
46/99 0.457G 0.04439 0.05946 0.05431 0.1582 121 416: 55%|#####4 | 28/51 [00:02<00:01, 11.74it/s]
46/99 0.457G 0.04424 0.05903 0.05425 0.1575 58 416: 55%|#####4 | 28/51 [00:02<00:01, 11.74it/s]
46/99 0.457G 0.0443 0.05888 0.05414 0.1573 79 416: 55%|#####4 | 28/51 [00:02<00:01, 11.74it/s]
46/99 0.457G 0.0443 0.05888 0.05414 0.1573 79 416: 59%|#####8 | 30/51 [00:02<00:01, 12.38it/s]
46/99 0.457G 0.04431 0.05874 0.05419 0.1572 70 416: 59%|#####8 | 30/51 [00:02<00:01, 12.38it/s]
46/99 0.457G 0.04438 0.05847 0.05418 0.157 72 416: 59%|#####8 | 30/51 [00:02<00:01, 12.38it/s]
46/99 0.457G 0.04438 0.05847 0.05418 0.157 72 416: 63%|######2 | 32/51 [00:02<00:01, 12.87it/s]
46/99 0.457G 0.04436 0.05764 0.05429 0.1563 34 416: 63%|######2 | 32/51 [00:02<00:01, 12.87it/s]
46/99 0.457G 0.04436 0.05762 0.05428 0.1563 56 416: 63%|######2 | 32/51 [00:02<00:01, 12.87it/s]
46/99 0.457G 0.04436 0.05762 0.05428 0.1563 56 416: 67%|######6 | 34/51 [00:02<00:01, 12.85it/s]
46/99 0.457G 0.04435 0.05685 0.05435 0.1556 29 416: 67%|######6 | 34/51 [00:02<00:01, 12.85it/s]
46/99 0.457G 0.04415 0.05642 0.05437 0.1549 47 416: 67%|######6 | 34/51 [00:02<00:01, 12.85it/s]
46/99 0.457G 0.04415 0.05642 0.05437 0.1549 47 416: 71%|####### | 36/51 [00:02<00:01, 13.05it/s]
46/99 0.457G 0.04428 0.05601 0.05442 0.1547 50 416: 71%|####### | 36/51 [00:02<00:01, 13.05it/s]
46/99 0.457G 0.04405 0.05596 0.05395 0.154 86 416: 71%|####### | 36/51 [00:03<00:01, 13.05it/s]
46/99 0.457G 0.04405 0.05596 0.05395 0.154 86 416: 75%|#######4 | 38/51 [00:03<00:00, 13.55it/s]
46/99 0.457G 0.04403 0.05605 0.05406 0.1541 85 416: 75%|#######4 | 38/51 [00:03<00:00, 13.55it/s]
46/99 0.457G 0.04398 0.05603 0.05407 0.1541 77 416: 75%|#######4 | 38/51 [00:03<00:00, 13.55it/s]
46/99 0.457G 0.04398 0.05603 0.05407 0.1541 77 416: 78%|#######8 | 40/51 [00:03<00:00, 12.89it/s]
46/99 0.457G 0.04393 0.05625 0.05405 0.1542 93 416: 78%|#######8 | 40/51 [00:03<00:00, 12.89it/s]
46/99 0.457G 0.04391 0.0564 0.05401 0.1543 77 416: 78%|#######8 | 40/51 [00:03<00:00, 12.89it/s]
46/99 0.457G 0.04391 0.0564 0.05401 0.1543 77 416: 82%|########2 | 42/51 [00:03<00:00, 12.91it/s]
46/99 0.457G 0.04401 0.05566 0.05402 0.1537 24 416: 82%|########2 | 42/51 [00:03<00:00, 12.91it/s]
46/99 0.457G 0.044 0.05573 0.05405 0.1538 64 416: 82%|########2 | 42/51 [00:03<00:00, 12.91it/s]
46/99 0.457G 0.044 0.05573 0.05405 0.1538 64 416: 86%|########6 | 44/51 [00:03<00:00, 13.26it/s]
46/99 0.457G 0.04416 0.05584 0.05404 0.154 108 416: 86%|########6 | 44/51 [00:03<00:00, 13.26it/s]
46/99 0.457G 0.04388 0.05548 0.05368 0.153 66 416: 86%|########6 | 44/51 [00:03<00:00, 13.26it/s]
46/99 0.457G 0.04388 0.05548 0.05368 0.153 66 416: 90%|######### | 46/51 [00:03<00:00, 13.52it/s]
46/99 0.457G 0.04389 0.05549 0.05368 0.1531 67 416: 90%|######### | 46/51 [00:03<00:00, 13.52it/s]
46/99 0.457G 0.04395 0.05519 0.05371 0.1529 46 416: 90%|######### | 46/51 [00:03<00:00, 13.52it/s]
46/99 0.457G 0.04395 0.05519 0.05371 0.1529 46 416: 94%|#########4| 48/51 [00:03<00:00, 13.53it/s]
46/99 0.457G 0.04393 0.05541 0.05364 0.153 100 416: 94%|#########4| 48/51 [00:03<00:00, 13.53it/s]
46/99 0.457G 0.0439 0.05489 0.05368 0.1525 38 416: 94%|#########4| 48/51 [00:03<00:00, 13.53it/s]
46/99 0.457G 0.0439 0.05489 0.05368 0.1525 38 416: 98%|#########8| 50/51 [00:03<00:00, 13.46it/s]
46/99 0.457G 0.04417 0.0542 0.05347 0.1518 1 416: 98%|#########8| 50/51 [00:03<00:00, 13.46it/s]
46/99 0.457G 0.04417 0.0542 0.05347 0.1518 1 416: 100%|##########| 51/51 [00:03<00:00, 12.82it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.97it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.80it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.37it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.47it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.62it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
47/99 0.457G 0.04714 0.0568 0.05205 0.156 76 416: 0%| | 0/51 [00:00<?, ?it/s]
47/99 0.457G 0.04271 0.05272 0.0525 0.1479 56 416: 0%| | 0/51 [00:00<?, ?it/s]
47/99 0.457G 0.04271 0.05272 0.0525 0.1479 56 416: 4%|3 | 2/51 [00:00<00:03, 12.86it/s]
47/99 0.457G 0.0421 0.04838 0.05267 0.1432 42 416: 4%|3 | 2/51 [00:00<00:03, 12.86it/s]
47/99 0.457G 0.04453 0.0461 0.05404 0.1447 57 416: 4%|3 | 2/51 [00:00<00:03, 12.86it/s]
47/99 0.457G 0.04453 0.0461 0.05404 0.1447 57 416: 8%|7 | 4/51 [00:00<00:04, 9.61it/s]
47/99 0.457G 0.044 0.04537 0.05389 0.1433 57 416: 8%|7 | 4/51 [00:00<00:04, 9.61it/s]
47/99 0.457G 0.04332 0.04854 0.05407 0.1459 73 416: 8%|7 | 4/51 [00:00<00:04, 9.61it/s]
47/99 0.457G 0.04332 0.04854 0.05407 0.1459 73 416: 12%|#1 | 6/51 [00:00<00:04, 10.31it/s]
47/99 0.457G 0.04346 0.05067 0.05422 0.1484 88 416: 12%|#1 | 6/51 [00:00<00:04, 10.31it/s]
47/99 0.457G 0.04318 0.04954 0.05453 0.1472 40 416: 12%|#1 | 6/51 [00:00<00:04, 10.31it/s]
47/99 0.457G 0.04318 0.04954 0.05453 0.1472 40 416: 16%|#5 | 8/51 [00:00<00:03, 11.14it/s]
47/99 0.457G 0.04274 0.04919 0.05477 0.1467 53 416: 16%|#5 | 8/51 [00:00<00:03, 11.14it/s]
47/99 0.457G 0.04204 0.04776 0.05438 0.1442 42 416: 16%|#5 | 8/51 [00:00<00:03, 11.14it/s]
47/99 0.457G 0.04204 0.04776 0.05438 0.1442 42 416: 20%|#9 | 10/51 [00:00<00:03, 12.08it/s]
47/99 0.457G 0.04257 0.0495 0.0545 0.1466 99 416: 20%|#9 | 10/51 [00:00<00:03, 12.08it/s]
47/99 0.457G 0.04326 0.04854 0.05467 0.1465 53 416: 20%|#9 | 10/51 [00:01<00:03, 12.08it/s]
47/99 0.457G 0.04326 0.04854 0.05467 0.1465 53 416: 24%|##3 | 12/51 [00:01<00:03, 12.29it/s]
47/99 0.457G 0.04325 0.04678 0.05458 0.1446 23 416: 24%|##3 | 12/51 [00:01<00:03, 12.29it/s]
47/99 0.457G 0.04287 0.04647 0.0545 0.1438 50 416: 24%|##3 | 12/51 [00:01<00:03, 12.29it/s]
47/99 0.457G 0.04287 0.04647 0.0545 0.1438 50 416: 27%|##7 | 14/51 [00:01<00:02, 12.44it/s]
47/99 0.457G 0.04346 0.04731 0.05501 0.1458 103 416: 27%|##7 | 14/51 [00:01<00:02, 12.44it/s]
47/99 0.457G 0.04381 0.04794 0.05485 0.1466 71 416: 27%|##7 | 14/51 [00:01<00:02, 12.44it/s]
47/99 0.457G 0.04381 0.04794 0.05485 0.1466 71 416: 31%|###1 | 16/51 [00:01<00:02, 12.94it/s]
47/99 0.457G 0.04377 0.04903 0.05476 0.1476 94 416: 31%|###1 | 16/51 [00:01<00:02, 12.94it/s]
47/99 0.457G 0.04401 0.05243 0.05476 0.1512 128 416: 31%|###1 | 16/51 [00:01<00:02, 12.94it/s]
47/99 0.457G 0.04401 0.05243 0.05476 0.1512 128 416: 35%|###5 | 18/51 [00:01<00:02, 12.89it/s]
47/99 0.457G 0.04368 0.05244 0.05462 0.1507 70 416: 35%|###5 | 18/51 [00:01<00:02, 12.89it/s]
47/99 0.457G 0.04351 0.05229 0.05455 0.1503 53 416: 35%|###5 | 18/51 [00:01<00:02, 12.89it/s]
47/99 0.457G 0.04351 0.05229 0.05455 0.1503 53 416: 39%|###9 | 20/51 [00:01<00:02, 12.45it/s]
47/99 0.457G 0.04388 0.05178 0.05472 0.1504 58 416: 39%|###9 | 20/51 [00:01<00:02, 12.45it/s]
47/99 0.457G 0.04394 0.05228 0.05482 0.151 94 416: 39%|###9 | 20/51 [00:01<00:02, 12.45it/s]
47/99 0.457G 0.04394 0.05228 0.05482 0.151 94 416: 43%|####3 | 22/51 [00:01<00:02, 12.53it/s]
47/99 0.457G 0.04412 0.05296 0.05484 0.1519 104 416: 43%|####3 | 22/51 [00:01<00:02, 12.53it/s]
47/99 0.457G 0.0443 0.05318 0.0547 0.1522 91 416: 43%|####3 | 22/51 [00:01<00:02, 12.53it/s]
47/99 0.457G 0.0443 0.05318 0.0547 0.1522 91 416: 47%|####7 | 24/51 [00:01<00:02, 13.24it/s]
47/99 0.457G 0.04447 0.0541 0.05487 0.1534 115 416: 47%|####7 | 24/51 [00:02<00:02, 13.24it/s]
47/99 0.457G 0.04435 0.0531 0.05484 0.1523 39 416: 47%|####7 | 24/51 [00:02<00:02, 13.24it/s]
47/99 0.457G 0.04435 0.0531 0.05484 0.1523 39 416: 51%|##### | 26/51 [00:02<00:01, 13.08it/s]
47/99 0.457G 0.0442 0.05297 0.05487 0.152 54 416: 51%|##### | 26/51 [00:02<00:01, 13.08it/s]
47/99 0.457G 0.04422 0.05355 0.05486 0.1526 73 416: 51%|##### | 26/51 [00:02<00:01, 13.08it/s]
47/99 0.457G 0.04422 0.05355 0.05486 0.1526 73 416: 55%|#####4 | 28/51 [00:02<00:01, 13.40it/s]
47/99 0.457G 0.04381 0.05301 0.0548 0.1516 43 416: 55%|#####4 | 28/51 [00:02<00:01, 13.40it/s]
47/99 0.457G 0.0436 0.05286 0.05469 0.1512 55 416: 55%|#####4 | 28/51 [00:02<00:01, 13.40it/s]
47/99 0.457G 0.0436 0.05286 0.05469 0.1512 55 416: 59%|#####8 | 30/51 [00:02<00:01, 13.15it/s]
47/99 0.457G 0.04357 0.05316 0.05475 0.1515 68 416: 59%|#####8 | 30/51 [00:02<00:01, 13.15it/s]
47/99 0.457G 0.04369 0.05361 0.05473 0.152 103 416: 59%|#####8 | 30/51 [00:02<00:01, 13.15it/s]
47/99 0.457G 0.04369 0.05361 0.05473 0.152 103 416: 63%|######2 | 32/51 [00:02<00:01, 13.17it/s]
47/99 0.457G 0.04365 0.05366 0.05469 0.152 52 416: 63%|######2 | 32/51 [00:02<00:01, 13.17it/s]
47/99 0.457G 0.0435 0.05339 0.05454 0.1514 47 416: 63%|######2 | 32/51 [00:02<00:01, 13.17it/s]
47/99 0.457G 0.0435 0.05339 0.05454 0.1514 47 416: 67%|######6 | 34/51 [00:02<00:01, 13.46it/s]
47/99 0.457G 0.04379 0.05364 0.05448 0.1519 91 416: 67%|######6 | 34/51 [00:02<00:01, 13.46it/s]
47/99 0.457G 0.04407 0.05362 0.05441 0.1521 82 416: 67%|######6 | 34/51 [00:02<00:01, 13.46it/s]
47/99 0.457G 0.04407 0.05362 0.05441 0.1521 82 416: 71%|####### | 36/51 [00:02<00:01, 12.83it/s]
47/99 0.457G 0.04418 0.05409 0.05436 0.1526 108 416: 71%|####### | 36/51 [00:02<00:01, 12.83it/s]
47/99 0.457G 0.04424 0.05391 0.05436 0.1525 57 416: 71%|####### | 36/51 [00:03<00:01, 12.83it/s]
47/99 0.457G 0.04424 0.05391 0.05436 0.1525 57 416: 75%|#######4 | 38/51 [00:03<00:01, 12.80it/s]
47/99 0.457G 0.04382 0.05377 0.05387 0.1515 78 416: 75%|#######4 | 38/51 [00:03<00:01, 12.80it/s]
47/99 0.457G 0.0439 0.05392 0.05391 0.1517 71 416: 75%|#######4 | 38/51 [00:03<00:01, 12.80it/s]
47/99 0.457G 0.0439 0.05392 0.05391 0.1517 71 416: 78%|#######8 | 40/51 [00:03<00:00, 13.19it/s]
47/99 0.457G 0.04386 0.05357 0.05396 0.1514 47 416: 78%|#######8 | 40/51 [00:03<00:00, 13.19it/s]
47/99 0.457G 0.04367 0.05307 0.05407 0.1508 32 416: 78%|#######8 | 40/51 [00:03<00:00, 13.19it/s]
47/99 0.457G 0.04367 0.05307 0.05407 0.1508 32 416: 82%|########2 | 42/51 [00:03<00:00, 13.42it/s]
47/99 0.457G 0.0436 0.0534 0.05412 0.1511 92 416: 82%|########2 | 42/51 [00:03<00:00, 13.42it/s]
47/99 0.457G 0.04371 0.05342 0.0541 0.1512 54 416: 82%|########2 | 42/51 [00:03<00:00, 13.42it/s]
47/99 0.457G 0.04371 0.05342 0.0541 0.1512 54 416: 86%|########6 | 44/51 [00:03<00:00, 13.64it/s]
47/99 0.457G 0.04384 0.05319 0.05405 0.1511 51 416: 86%|########6 | 44/51 [00:03<00:00, 13.64it/s]
47/99 0.457G 0.04392 0.05314 0.05405 0.1511 47 416: 86%|########6 | 44/51 [00:03<00:00, 13.64it/s]
47/99 0.457G 0.04392 0.05314 0.05405 0.1511 47 416: 90%|######### | 46/51 [00:03<00:00, 13.36it/s]
47/99 0.457G 0.0439 0.05335 0.054 0.1513 78 416: 90%|######### | 46/51 [00:03<00:00, 13.36it/s]
47/99 0.457G 0.04381 0.05282 0.05409 0.1507 28 416: 90%|######### | 46/51 [00:03<00:00, 13.36it/s]
47/99 0.457G 0.04381 0.05282 0.05409 0.1507 28 416: 94%|#########4| 48/51 [00:03<00:00, 13.17it/s]
47/99 0.457G 0.04373 0.05243 0.05411 0.1503 37 416: 94%|#########4| 48/51 [00:03<00:00, 13.17it/s]
47/99 0.457G 0.04375 0.05284 0.05413 0.1507 72 416: 94%|#########4| 48/51 [00:03<00:00, 13.17it/s]
47/99 0.457G 0.04375 0.05284 0.05413 0.1507 72 416: 98%|#########8| 50/51 [00:03<00:00, 13.45it/s]
47/99 0.457G 0.04374 0.05293 0.05411 0.1508 16 416: 98%|#########8| 50/51 [00:03<00:00, 13.45it/s]
47/99 0.457G 0.04374 0.05293 0.05411 0.1508 16 416: 100%|##########| 51/51 [00:03<00:00, 12.84it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.54it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.55it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.58it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.13it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
48/99 0.457G 0.04727 0.03012 0.05454 0.1319 32 416: 0%| | 0/51 [00:00<?, ?it/s]
48/99 0.457G 0.04727 0.03012 0.05454 0.1319 32 416: 2%|1 | 1/51 [00:00<00:05, 9.11it/s]
48/99 0.457G 0.05422 0.03704 0.05501 0.1463 56 416: 2%|1 | 1/51 [00:00<00:05, 9.11it/s]
48/99 0.457G 0.05245 0.04409 0.05386 0.1504 74 416: 2%|1 | 1/51 [00:00<00:05, 9.11it/s]
48/99 0.457G 0.05245 0.04409 0.05386 0.1504 74 416: 6%|5 | 3/51 [00:00<00:04, 11.53it/s]
48/99 0.457G 0.05139 0.04252 0.05426 0.1482 48 416: 6%|5 | 3/51 [00:00<00:04, 11.53it/s]
48/99 0.457G 0.05305 0.05663 0.05429 0.164 173 416: 6%|5 | 3/51 [00:00<00:04, 11.53it/s]
48/99 0.457G 0.05305 0.05663 0.05429 0.164 173 416: 10%|9 | 5/51 [00:00<00:03, 12.71it/s]
48/99 0.457G 0.05268 0.05268 0.05453 0.1599 44 416: 10%|9 | 5/51 [00:00<00:03, 12.71it/s]
48/99 0.457G 0.05326 0.04947 0.0547 0.1574 37 416: 10%|9 | 5/51 [00:00<00:03, 12.71it/s]
48/99 0.457G 0.05326 0.04947 0.0547 0.1574 37 416: 14%|#3 | 7/51 [00:00<00:03, 13.29it/s]
48/99 0.457G 0.05232 0.04976 0.05468 0.1568 70 416: 14%|#3 | 7/51 [00:00<00:03, 13.29it/s]
48/99 0.457G 0.05184 0.04746 0.05429 0.1536 33 416: 14%|#3 | 7/51 [00:00<00:03, 13.29it/s]
48/99 0.457G 0.05184 0.04746 0.05429 0.1536 33 416: 18%|#7 | 9/51 [00:00<00:03, 13.08it/s]
48/99 0.457G 0.05222 0.05134 0.0542 0.1578 118 416: 18%|#7 | 9/51 [00:00<00:03, 13.08it/s]
48/99 0.457G 0.05165 0.05293 0.05434 0.1589 83 416: 18%|#7 | 9/51 [00:00<00:03, 13.08it/s]
48/99 0.457G 0.05165 0.05293 0.05434 0.1589 83 416: 22%|##1 | 11/51 [00:00<00:03, 12.97it/s]
48/99 0.457G 0.05196 0.05113 0.05437 0.1575 43 416: 22%|##1 | 11/51 [00:00<00:03, 12.97it/s]
48/99 0.457G 0.05116 0.04978 0.0543 0.1552 35 416: 22%|##1 | 11/51 [00:01<00:03, 12.97it/s]
48/99 0.457G 0.05116 0.04978 0.0543 0.1552 35 416: 25%|##5 | 13/51 [00:01<00:02, 13.34it/s]
48/99 0.457G 0.05108 0.04997 0.05424 0.1553 62 416: 25%|##5 | 13/51 [00:01<00:02, 13.34it/s]
48/99 0.457G 0.05135 0.0528 0.05419 0.1583 110 416: 25%|##5 | 13/51 [00:01<00:02, 13.34it/s]
48/99 0.457G 0.05135 0.0528 0.05419 0.1583 110 416: 29%|##9 | 15/51 [00:01<00:02, 13.60it/s]
48/99 0.457G 0.05118 0.05464 0.05395 0.1598 97 416: 29%|##9 | 15/51 [00:01<00:02, 13.60it/s]
48/99 0.457G 0.05152 0.05325 0.0539 0.1587 25 416: 29%|##9 | 15/51 [00:01<00:02, 13.60it/s]
48/99 0.457G 0.05152 0.05325 0.0539 0.1587 25 416: 33%|###3 | 17/51 [00:01<00:02, 12.46it/s]
48/99 0.457G 0.05127 0.0534 0.05384 0.1585 66 416: 33%|###3 | 17/51 [00:01<00:02, 12.46it/s]
48/99 0.457G 0.05103 0.05329 0.05384 0.1582 70 416: 33%|###3 | 17/51 [00:01<00:02, 12.46it/s]
48/99 0.457G 0.05103 0.05329 0.05384 0.1582 70 416: 37%|###7 | 19/51 [00:01<00:02, 12.95it/s]
48/99 0.457G 0.05138 0.05318 0.05389 0.1585 73 416: 37%|###7 | 19/51 [00:01<00:02, 12.95it/s]
48/99 0.457G 0.05111 0.0541 0.05385 0.1591 83 416: 37%|###7 | 19/51 [00:01<00:02, 12.95it/s]
48/99 0.457G 0.05111 0.0541 0.05385 0.1591 83 416: 41%|####1 | 21/51 [00:01<00:02, 13.29it/s]
48/99 0.457G 0.05093 0.05397 0.05387 0.1588 57 416: 41%|####1 | 21/51 [00:01<00:02, 13.29it/s]
48/99 0.457G 0.05076 0.05366 0.05312 0.1575 61 416: 41%|####1 | 21/51 [00:01<00:02, 13.29it/s]
48/99 0.457G 0.05076 0.05366 0.05312 0.1575 61 416: 45%|####5 | 23/51 [00:01<00:02, 13.13it/s]
48/99 0.457G 0.05079 0.05378 0.05308 0.1576 74 416: 45%|####5 | 23/51 [00:01<00:02, 13.13it/s]
48/99 0.457G 0.05088 0.05469 0.05308 0.1586 103 416: 45%|####5 | 23/51 [00:01<00:02, 13.13it/s]
48/99 0.457G 0.05088 0.05469 0.05308 0.1586 103 416: 49%|####9 | 25/51 [00:01<00:01, 13.01it/s]
48/99 0.457G 0.05092 0.05494 0.05301 0.1589 81 416: 49%|####9 | 25/51 [00:01<00:01, 13.01it/s]
48/99 0.457G 0.05105 0.05475 0.05242 0.1582 83 416: 49%|####9 | 25/51 [00:02<00:01, 13.01it/s]
48/99 0.457G 0.05105 0.05475 0.05242 0.1582 83 416: 53%|#####2 | 27/51 [00:02<00:01, 13.34it/s]
48/99 0.457G 0.05114 0.05529 0.05247 0.1589 97 416: 53%|#####2 | 27/51 [00:02<00:01, 13.34it/s]
48/99 0.457G 0.05117 0.0556 0.05247 0.1592 83 416: 53%|#####2 | 27/51 [00:02<00:01, 13.34it/s]
48/99 0.457G 0.05117 0.0556 0.05247 0.1592 83 416: 57%|#####6 | 29/51 [00:02<00:01, 13.57it/s]
48/99 0.457G 0.05153 0.05617 0.05251 0.1602 117 416: 57%|#####6 | 29/51 [00:02<00:01, 13.57it/s]
48/99 0.457G 0.05163 0.05659 0.05263 0.1608 98 416: 57%|#####6 | 29/51 [00:02<00:01, 13.57it/s]
48/99 0.457G 0.05163 0.05659 0.05263 0.1608 98 416: 61%|###### | 31/51 [00:02<00:01, 13.71it/s]
48/99 0.457G 0.05143 0.05587 0.05265 0.16 32 416: 61%|###### | 31/51 [00:02<00:01, 13.71it/s]
48/99 0.457G 0.05129 0.05553 0.05264 0.1595 50 416: 61%|###### | 31/51 [00:02<00:01, 13.71it/s]
48/99 0.457G 0.05129 0.05553 0.05264 0.1595 50 416: 65%|######4 | 33/51 [00:02<00:01, 12.61it/s]
48/99 0.457G 0.05122 0.05565 0.05274 0.1596 91 416: 65%|######4 | 33/51 [00:02<00:01, 12.61it/s]
48/99 0.457G 0.05114 0.05574 0.05281 0.1597 77 416: 65%|######4 | 33/51 [00:02<00:01, 12.61it/s]
48/99 0.457G 0.05114 0.05574 0.05281 0.1597 77 416: 69%|######8 | 35/51 [00:02<00:01, 12.65it/s]
48/99 0.457G 0.05091 0.05542 0.05283 0.1592 60 416: 69%|######8 | 35/51 [00:02<00:01, 12.65it/s]
48/99 0.457G 0.05095 0.05589 0.0528 0.1596 70 416: 69%|######8 | 35/51 [00:02<00:01, 12.65it/s]
48/99 0.457G 0.05095 0.05589 0.0528 0.1596 70 416: 73%|#######2 | 37/51 [00:02<00:01, 13.07it/s]
48/99 0.457G 0.05061 0.05512 0.05278 0.1585 27 416: 73%|#######2 | 37/51 [00:02<00:01, 13.07it/s]
48/99 0.457G 0.05027 0.05529 0.05236 0.1579 107 416: 73%|#######2 | 37/51 [00:02<00:01, 13.07it/s]
48/99 0.457G 0.05027 0.05529 0.05236 0.1579 107 416: 76%|#######6 | 39/51 [00:02<00:00, 13.18it/s]
48/99 0.457G 0.05022 0.05495 0.05241 0.1576 39 416: 76%|#######6 | 39/51 [00:03<00:00, 13.18it/s]
48/99 0.457G 0.05001 0.05458 0.05245 0.157 42 416: 76%|#######6 | 39/51 [00:03<00:00, 13.18it/s]
48/99 0.457G 0.05001 0.05458 0.05245 0.157 42 416: 80%|######## | 41/51 [00:03<00:00, 13.25it/s]
48/99 0.457G 0.04992 0.05449 0.05251 0.1569 62 416: 80%|######## | 41/51 [00:03<00:00, 13.25it/s]
48/99 0.457G 0.0499 0.05426 0.0526 0.1568 47 416: 80%|######## | 41/51 [00:03<00:00, 13.25it/s]
48/99 0.457G 0.0499 0.05426 0.0526 0.1568 47 416: 84%|########4 | 43/51 [00:03<00:00, 13.48it/s]
48/99 0.457G 0.05014 0.05403 0.05265 0.1568 67 416: 84%|########4 | 43/51 [00:03<00:00, 13.48it/s]
48/99 0.457G 0.04984 0.05369 0.05273 0.1563 50 416: 84%|########4 | 43/51 [00:03<00:00, 13.48it/s]
48/99 0.457G 0.04984 0.05369 0.05273 0.1563 50 416: 88%|########8 | 45/51 [00:03<00:00, 13.67it/s]
48/99 0.457G 0.0495 0.05305 0.05271 0.1553 24 416: 88%|########8 | 45/51 [00:03<00:00, 13.67it/s]
48/99 0.457G 0.04928 0.05364 0.05277 0.1557 100 416: 88%|########8 | 45/51 [00:03<00:00, 13.67it/s]
48/99 0.457G 0.04928 0.05364 0.05277 0.1557 100 416: 92%|#########2| 47/51 [00:03<00:00, 13.82it/s]
48/99 0.457G 0.04903 0.05337 0.05281 0.1552 43 416: 92%|#########2| 47/51 [00:03<00:00, 13.82it/s]
48/99 0.457G 0.04893 0.05356 0.05283 0.1553 76 416: 92%|#########2| 47/51 [00:03<00:00, 13.82it/s]
48/99 0.457G 0.04893 0.05356 0.05283 0.1553 76 416: 96%|#########6| 49/51 [00:03<00:00, 12.68it/s]
48/99 0.457G 0.04904 0.05329 0.05287 0.1552 63 416: 96%|#########6| 49/51 [00:03<00:00, 12.68it/s]
48/99 0.457G 0.04891 0.05332 0.05256 0.1548 24 416: 96%|#########6| 49/51 [00:03<00:00, 12.68it/s]
48/99 0.457G 0.04891 0.05332 0.05256 0.1548 24 416: 100%|##########| 51/51 [00:03<00:00, 13.08it/s]
48/99 0.457G 0.04891 0.05332 0.05256 0.1548 24 416: 100%|##########| 51/51 [00:03<00:00, 13.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.55it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.57it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.57it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.44it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
49/99 0.457G 0.04389 0.03981 0.05422 0.1379 35 416: 0%| | 0/51 [00:00<?, ?it/s]
49/99 0.457G 0.042 0.06467 0.05394 0.1606 95 416: 0%| | 0/51 [00:00<?, ?it/s]
49/99 0.457G 0.042 0.06467 0.05394 0.1606 95 416: 4%|3 | 2/51 [00:00<00:03, 13.33it/s]
49/99 0.457G 0.04576 0.05752 0.05576 0.159 64 416: 4%|3 | 2/51 [00:00<00:03, 13.33it/s]
49/99 0.457G 0.04591 0.04703 0.05662 0.1496 11 416: 4%|3 | 2/51 [00:00<00:03, 13.33it/s]
49/99 0.457G 0.04591 0.04703 0.05662 0.1496 11 416: 8%|7 | 4/51 [00:00<00:03, 14.32it/s]
49/99 0.457G 0.04622 0.05127 0.05663 0.1541 105 416: 8%|7 | 4/51 [00:00<00:03, 14.32it/s]
49/99 0.457G 0.04728 0.05025 0.05732 0.1548 67 416: 8%|7 | 4/51 [00:00<00:03, 14.32it/s]
49/99 0.457G 0.04728 0.05025 0.05732 0.1548 67 416: 12%|#1 | 6/51 [00:00<00:03, 13.47it/s]
49/99 0.457G 0.04639 0.0531 0.05681 0.1563 106 416: 12%|#1 | 6/51 [00:00<00:03, 13.47it/s]
49/99 0.457G 0.04634 0.05584 0.05648 0.1587 84 416: 12%|#1 | 6/51 [00:00<00:03, 13.47it/s]
49/99 0.457G 0.04634 0.05584 0.05648 0.1587 84 416: 16%|#5 | 8/51 [00:00<00:03, 13.73it/s]
49/99 0.457G 0.04547 0.05632 0.05637 0.1582 84 416: 16%|#5 | 8/51 [00:00<00:03, 13.73it/s]
49/99 0.457G 0.04446 0.05389 0.05613 0.1545 36 416: 16%|#5 | 8/51 [00:00<00:03, 13.73it/s]
49/99 0.457G 0.04446 0.05389 0.05613 0.1545 36 416: 20%|#9 | 10/51 [00:00<00:03, 13.37it/s]
49/99 0.457G 0.04552 0.05658 0.05604 0.1581 122 416: 20%|#9 | 10/51 [00:00<00:03, 13.37it/s]
49/99 0.457G 0.04485 0.05319 0.05607 0.1541 13 416: 20%|#9 | 10/51 [00:00<00:03, 13.37it/s]
49/99 0.457G 0.04485 0.05319 0.05607 0.1541 13 416: 24%|##3 | 12/51 [00:00<00:02, 13.62it/s]
49/99 0.457G 0.04521 0.05513 0.05609 0.1564 126 416: 24%|##3 | 12/51 [00:00<00:02, 13.62it/s]
49/99 0.457G 0.04545 0.05609 0.05583 0.1574 111 416: 24%|##3 | 12/51 [00:01<00:02, 13.62it/s]
49/99 0.457G 0.04545 0.05609 0.05583 0.1574 111 416: 27%|##7 | 14/51 [00:01<00:02, 12.88it/s]
49/99 0.457G 0.04606 0.06014 0.05585 0.1621 153 416: 27%|##7 | 14/51 [00:01<00:02, 12.88it/s]
49/99 0.457G 0.0463 0.06124 0.05578 0.1633 78 416: 27%|##7 | 14/51 [00:01<00:02, 12.88it/s]
49/99 0.457G 0.0463 0.06124 0.05578 0.1633 78 416: 31%|###1 | 16/51 [00:01<00:02, 12.84it/s]
49/99 0.457G 0.04646 0.06069 0.05575 0.1629 70 416: 31%|###1 | 16/51 [00:01<00:02, 12.84it/s]
49/99 0.457G 0.04642 0.06007 0.05524 0.1617 70 416: 31%|###1 | 16/51 [00:01<00:02, 12.84it/s]
49/99 0.457G 0.04642 0.06007 0.05524 0.1617 70 416: 35%|###5 | 18/51 [00:01<00:02, 13.18it/s]
49/99 0.457G 0.04659 0.05953 0.05526 0.1614 75 416: 35%|###5 | 18/51 [00:01<00:02, 13.18it/s]
49/99 0.457G 0.04637 0.05888 0.05532 0.1606 61 416: 35%|###5 | 18/51 [00:01<00:02, 13.18it/s]
49/99 0.457G 0.04637 0.05888 0.05532 0.1606 61 416: 39%|###9 | 20/51 [00:01<00:02, 13.48it/s]
49/99 0.457G 0.04633 0.05844 0.05507 0.1598 47 416: 39%|###9 | 20/51 [00:01<00:02, 13.48it/s]
49/99 0.457G 0.0465 0.05787 0.0552 0.1596 70 416: 39%|###9 | 20/51 [00:01<00:02, 13.48it/s]
49/99 0.457G 0.0465 0.05787 0.0552 0.1596 70 416: 43%|####3 | 22/51 [00:01<00:02, 13.20it/s]
49/99 0.457G 0.04572 0.05656 0.05451 0.1568 38 416: 43%|####3 | 22/51 [00:01<00:02, 13.20it/s]
49/99 0.457G 0.04598 0.05679 0.05445 0.1572 49 416: 43%|####3 | 22/51 [00:01<00:02, 13.20it/s]
49/99 0.457G 0.04598 0.05679 0.05445 0.1572 49 416: 47%|####7 | 24/51 [00:01<00:01, 13.53it/s]
49/99 0.457G 0.04584 0.05614 0.05425 0.1562 43 416: 47%|####7 | 24/51 [00:01<00:01, 13.53it/s]
49/99 0.457G 0.04575 0.05545 0.05409 0.1553 55 416: 47%|####7 | 24/51 [00:01<00:01, 13.53it/s]
49/99 0.457G 0.04575 0.05545 0.05409 0.1553 55 416: 51%|##### | 26/51 [00:01<00:01, 13.54it/s]
49/99 0.457G 0.04571 0.0543 0.05431 0.1543 31 416: 51%|##### | 26/51 [00:02<00:01, 13.54it/s]
49/99 0.457G 0.04592 0.05594 0.05427 0.1561 168 416: 51%|##### | 26/51 [00:02<00:01, 13.54it/s]
49/99 0.457G 0.04592 0.05594 0.05427 0.1561 168 416: 55%|#####4 | 28/51 [00:02<00:01, 13.71it/s]
49/99 0.457G 0.04598 0.05619 0.05426 0.1564 69 416: 55%|#####4 | 28/51 [00:02<00:01, 13.71it/s]
49/99 0.457G 0.04596 0.05651 0.05429 0.1568 82 416: 55%|#####4 | 28/51 [00:02<00:01, 13.71it/s]
49/99 0.457G 0.04596 0.05651 0.05429 0.1568 82 416: 59%|#####8 | 30/51 [00:02<00:01, 12.99it/s]
49/99 0.457G 0.04574 0.0567 0.0543 0.1567 65 416: 59%|#####8 | 30/51 [00:02<00:01, 12.99it/s]
49/99 0.457G 0.04583 0.05791 0.0544 0.1581 140 416: 59%|#####8 | 30/51 [00:02<00:01, 12.99it/s]
49/99 0.457G 0.04583 0.05791 0.0544 0.1581 140 416: 63%|######2 | 32/51 [00:02<00:01, 13.29it/s]
49/99 0.457G 0.04616 0.05809 0.05415 0.1584 97 416: 63%|######2 | 32/51 [00:02<00:01, 13.29it/s]
49/99 0.457G 0.04626 0.05819 0.05413 0.1586 92 416: 63%|######2 | 32/51 [00:02<00:01, 13.29it/s]
49/99 0.457G 0.04626 0.05819 0.05413 0.1586 92 416: 67%|######6 | 34/51 [00:02<00:01, 13.55it/s]
49/99 0.457G 0.04619 0.05756 0.05419 0.158 30 416: 67%|######6 | 34/51 [00:02<00:01, 13.55it/s]
49/99 0.457G 0.04608 0.05912 0.05366 0.1589 180 416: 67%|######6 | 34/51 [00:02<00:01, 13.55it/s]
49/99 0.457G 0.04608 0.05912 0.05366 0.1589 180 416: 71%|####### | 36/51 [00:02<00:01, 13.72it/s]
49/99 0.457G 0.04598 0.05953 0.05368 0.1592 98 416: 71%|####### | 36/51 [00:02<00:01, 13.72it/s]
49/99 0.457G 0.0458 0.0591 0.05368 0.1586 43 416: 71%|####### | 36/51 [00:02<00:01, 13.72it/s]
49/99 0.457G 0.0458 0.0591 0.05368 0.1586 43 416: 75%|#######4 | 38/51 [00:02<00:00, 13.86it/s]
49/99 0.457G 0.0458 0.05903 0.0537 0.1585 71 416: 75%|#######4 | 38/51 [00:02<00:00, 13.86it/s]
49/99 0.457G 0.04589 0.05957 0.05324 0.1587 131 416: 75%|#######4 | 38/51 [00:02<00:00, 13.86it/s]
49/99 0.457G 0.04589 0.05957 0.05324 0.1587 131 416: 78%|#######8 | 40/51 [00:02<00:00, 13.50it/s]
49/99 0.457G 0.04608 0.05902 0.05325 0.1584 47 416: 78%|#######8 | 40/51 [00:03<00:00, 13.50it/s]
49/99 0.457G 0.04649 0.05883 0.05328 0.1586 73 416: 78%|#######8 | 40/51 [00:03<00:00, 13.50it/s]
49/99 0.457G 0.04649 0.05883 0.05328 0.1586 73 416: 82%|########2 | 42/51 [00:03<00:00, 13.70it/s]
49/99 0.457G 0.04646 0.0582 0.05327 0.1579 35 416: 82%|########2 | 42/51 [00:03<00:00, 13.70it/s]
49/99 0.457G 0.04629 0.05841 0.0532 0.1579 88 416: 82%|########2 | 42/51 [00:03<00:00, 13.70it/s]
49/99 0.457G 0.04629 0.05841 0.0532 0.1579 88 416: 86%|########6 | 44/51 [00:03<00:00, 13.83it/s]
49/99 0.457G 0.04619 0.05849 0.05326 0.1579 78 416: 86%|########6 | 44/51 [00:03<00:00, 13.83it/s]
49/99 0.457G 0.04632 0.05782 0.05338 0.1575 33 416: 86%|########6 | 44/51 [00:03<00:00, 13.83it/s]
49/99 0.457G 0.04632 0.05782 0.05338 0.1575 33 416: 90%|######### | 46/51 [00:03<00:00, 13.04it/s]
49/99 0.457G 0.04619 0.05782 0.05333 0.1573 92 416: 90%|######### | 46/51 [00:03<00:00, 13.04it/s]
49/99 0.457G 0.04634 0.05752 0.05332 0.1572 69 416: 90%|######### | 46/51 [00:03<00:00, 13.04it/s]
49/99 0.457G 0.04634 0.05752 0.05332 0.1572 69 416: 94%|#########4| 48/51 [00:03<00:00, 12.95it/s]
49/99 0.457G 0.04614 0.05682 0.05316 0.1561 26 416: 94%|#########4| 48/51 [00:03<00:00, 12.95it/s]
49/99 0.457G 0.04619 0.05679 0.05309 0.1561 77 416: 94%|#########4| 48/51 [00:03<00:00, 12.95it/s]
49/99 0.457G 0.04619 0.05679 0.05309 0.1561 77 416: 98%|#########8| 50/51 [00:03<00:00, 13.72it/s]
49/99 0.457G 0.0459 0.05813 0.05276 0.1568 48 416: 98%|#########8| 50/51 [00:03<00:00, 13.72it/s]
49/99 0.457G 0.0459 0.05813 0.05276 0.1568 48 416: 100%|##########| 51/51 [00:03<00:00, 13.38it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.92it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.85it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.21it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.18it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.66it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
50/99 0.457G 0.04378 0.05174 0.05552 0.151 71 416: 0%| | 0/51 [00:00<?, ?it/s]
50/99 0.457G 0.04748 0.07161 0.05417 0.1733 149 416: 0%| | 0/51 [00:00<?, ?it/s]
50/99 0.457G 0.04748 0.07161 0.05417 0.1733 149 416: 4%|3 | 2/51 [00:00<00:03, 12.61it/s]
50/99 0.457G 0.04455 0.06533 0.05433 0.1642 83 416: 4%|3 | 2/51 [00:00<00:03, 12.61it/s]
50/99 0.457G 0.04503 0.06117 0.0538 0.16 68 416: 4%|3 | 2/51 [00:00<00:03, 12.61it/s]
50/99 0.457G 0.04503 0.06117 0.0538 0.16 68 416: 8%|7 | 4/51 [00:00<00:03, 13.57it/s]
50/99 0.457G 0.04516 0.06135 0.05407 0.1606 88 416: 8%|7 | 4/51 [00:00<00:03, 13.57it/s]
50/99 0.457G 0.04617 0.06278 0.05404 0.163 83 416: 8%|7 | 4/51 [00:00<00:03, 13.57it/s]
50/99 0.457G 0.04617 0.06278 0.05404 0.163 83 416: 12%|#1 | 6/51 [00:00<00:03, 12.19it/s]
50/99 0.457G 0.04532 0.0627 0.05405 0.1621 89 416: 12%|#1 | 6/51 [00:00<00:03, 12.19it/s]
50/99 0.457G 0.04615 0.05888 0.05425 0.1593 47 416: 12%|#1 | 6/51 [00:00<00:03, 12.19it/s]
50/99 0.457G 0.04615 0.05888 0.05425 0.1593 47 416: 16%|#5 | 8/51 [00:00<00:03, 12.41it/s]
50/99 0.457G 0.04364 0.05439 0.05224 0.1503 22 416: 16%|#5 | 8/51 [00:00<00:03, 12.41it/s]
50/99 0.457G 0.0436 0.05337 0.05236 0.1493 44 416: 16%|#5 | 8/51 [00:00<00:03, 12.41it/s]
50/99 0.457G 0.0436 0.05337 0.05236 0.1493 44 416: 20%|#9 | 10/51 [00:00<00:03, 12.53it/s]
50/99 0.457G 0.04271 0.05126 0.0518 0.1458 38 416: 20%|#9 | 10/51 [00:00<00:03, 12.53it/s]
50/99 0.457G 0.04335 0.05164 0.05172 0.1467 87 416: 20%|#9 | 10/51 [00:00<00:03, 12.53it/s]
50/99 0.457G 0.04335 0.05164 0.05172 0.1467 87 416: 24%|##3 | 12/51 [00:00<00:03, 11.93it/s]
50/99 0.457G 0.04348 0.05018 0.05194 0.1456 38 416: 24%|##3 | 12/51 [00:01<00:03, 11.93it/s]
50/99 0.457G 0.04332 0.05122 0.0519 0.1464 103 416: 24%|##3 | 12/51 [00:01<00:03, 11.93it/s]
50/99 0.457G 0.04332 0.05122 0.0519 0.1464 103 416: 27%|##7 | 14/51 [00:01<00:02, 12.56it/s]
50/99 0.457G 0.04374 0.05481 0.05212 0.1507 141 416: 27%|##7 | 14/51 [00:01<00:02, 12.56it/s]
50/99 0.457G 0.04333 0.05329 0.05192 0.1485 33 416: 27%|##7 | 14/51 [00:01<00:02, 12.56it/s]
50/99 0.457G 0.04333 0.05329 0.05192 0.1485 33 416: 31%|###1 | 16/51 [00:01<00:02, 12.61it/s]
50/99 0.457G 0.04344 0.05518 0.0519 0.1505 124 416: 31%|###1 | 16/51 [00:01<00:02, 12.61it/s]
50/99 0.457G 0.04321 0.05398 0.05178 0.149 48 416: 31%|###1 | 16/51 [00:01<00:02, 12.61it/s]
50/99 0.457G 0.04321 0.05398 0.05178 0.149 48 416: 35%|###5 | 18/51 [00:01<00:02, 12.62it/s]
50/99 0.457G 0.04312 0.05561 0.05193 0.1507 120 416: 35%|###5 | 18/51 [00:01<00:02, 12.62it/s]
50/99 0.457G 0.04287 0.05552 0.05194 0.1503 67 416: 35%|###5 | 18/51 [00:01<00:02, 12.62it/s]
50/99 0.457G 0.04287 0.05552 0.05194 0.1503 67 416: 39%|###9 | 20/51 [00:01<00:02, 13.06it/s]
50/99 0.457G 0.04279 0.0549 0.05196 0.1497 43 416: 39%|###9 | 20/51 [00:01<00:02, 13.06it/s]
50/99 0.457G 0.04261 0.05389 0.05191 0.1484 42 416: 39%|###9 | 20/51 [00:01<00:02, 13.06it/s]
50/99 0.457G 0.04261 0.05389 0.05191 0.1484 42 416: 43%|####3 | 22/51 [00:01<00:02, 12.97it/s]
50/99 0.457G 0.04254 0.05418 0.05183 0.1486 103 416: 43%|####3 | 22/51 [00:01<00:02, 12.97it/s]
50/99 0.457G 0.04267 0.05453 0.05185 0.149 107 416: 43%|####3 | 22/51 [00:01<00:02, 12.97it/s]
50/99 0.457G 0.04267 0.05453 0.05185 0.149 107 416: 47%|####7 | 24/51 [00:01<00:02, 13.31it/s]
50/99 0.457G 0.04239 0.05325 0.05182 0.1475 25 416: 47%|####7 | 24/51 [00:01<00:02, 13.31it/s]
50/99 0.457G 0.0426 0.056 0.05187 0.1505 178 416: 47%|####7 | 24/51 [00:02<00:02, 13.31it/s]
50/99 0.457G 0.0426 0.056 0.05187 0.1505 178 416: 51%|##### | 26/51 [00:02<00:01, 13.36it/s]
50/99 0.457G 0.04275 0.05593 0.05203 0.1507 83 416: 51%|##### | 26/51 [00:02<00:01, 13.36it/s]
50/99 0.457G 0.04266 0.05648 0.05202 0.1512 120 416: 51%|##### | 26/51 [00:02<00:01, 13.36it/s]
50/99 0.457G 0.04266 0.05648 0.05202 0.1512 120 416: 55%|#####4 | 28/51 [00:02<00:01, 12.40it/s]
50/99 0.457G 0.04358 0.05713 0.05225 0.153 131 416: 55%|#####4 | 28/51 [00:02<00:01, 12.40it/s]
50/99 0.457G 0.04333 0.05686 0.05234 0.1525 58 416: 55%|#####4 | 28/51 [00:02<00:01, 12.40it/s]
50/99 0.457G 0.04333 0.05686 0.05234 0.1525 58 416: 59%|#####8 | 30/51 [00:02<00:01, 12.50it/s]
50/99 0.457G 0.04337 0.05714 0.05232 0.1528 93 416: 59%|#####8 | 30/51 [00:02<00:01, 12.50it/s]
50/99 0.457G 0.04339 0.05778 0.05245 0.1536 89 416: 59%|#####8 | 30/51 [00:02<00:01, 12.50it/s]
50/99 0.457G 0.04339 0.05778 0.05245 0.1536 89 416: 63%|######2 | 32/51 [00:02<00:01, 12.93it/s]
50/99 0.457G 0.04334 0.05676 0.0523 0.1524 27 416: 63%|######2 | 32/51 [00:02<00:01, 12.93it/s]
50/99 0.457G 0.04355 0.05665 0.05232 0.1525 78 416: 63%|######2 | 32/51 [00:02<00:01, 12.93it/s]
50/99 0.457G 0.04355 0.05665 0.05232 0.1525 78 416: 67%|######6 | 34/51 [00:02<00:01, 12.87it/s]
50/99 0.457G 0.04335 0.05619 0.05229 0.1518 50 416: 67%|######6 | 34/51 [00:02<00:01, 12.87it/s]
50/99 0.457G 0.04322 0.05576 0.05229 0.1513 37 416: 67%|######6 | 34/51 [00:02<00:01, 12.87it/s]
50/99 0.457G 0.04322 0.05576 0.05229 0.1513 37 416: 71%|####### | 36/51 [00:02<00:01, 13.25it/s]
50/99 0.457G 0.04323 0.05598 0.05227 0.1515 72 416: 71%|####### | 36/51 [00:02<00:01, 13.25it/s]
50/99 0.457G 0.04313 0.056 0.05225 0.1514 78 416: 71%|####### | 36/51 [00:02<00:01, 13.25it/s]
50/99 0.457G 0.04313 0.056 0.05225 0.1514 78 416: 75%|#######4 | 38/51 [00:02<00:00, 13.09it/s]
50/99 0.457G 0.04289 0.05545 0.05222 0.1506 38 416: 75%|#######4 | 38/51 [00:03<00:00, 13.09it/s]
50/99 0.457G 0.04286 0.05574 0.0523 0.1509 95 416: 75%|#######4 | 38/51 [00:03<00:00, 13.09it/s]
50/99 0.457G 0.04286 0.05574 0.0523 0.1509 95 416: 78%|#######8 | 40/51 [00:03<00:00, 12.99it/s]
50/99 0.457G 0.04257 0.05565 0.05222 0.1504 74 416: 78%|#######8 | 40/51 [00:03<00:00, 12.99it/s]
50/99 0.457G 0.04257 0.05627 0.05226 0.1511 106 416: 78%|#######8 | 40/51 [00:03<00:00, 12.99it/s]
50/99 0.457G 0.04257 0.05627 0.05226 0.1511 106 416: 82%|########2 | 42/51 [00:03<00:00, 13.32it/s]
50/99 0.457G 0.04261 0.05598 0.05229 0.1509 54 416: 82%|########2 | 42/51 [00:03<00:00, 13.32it/s]
50/99 0.457G 0.04255 0.05524 0.05227 0.1501 29 416: 82%|########2 | 42/51 [00:03<00:00, 13.32it/s]
50/99 0.457G 0.04255 0.05524 0.05227 0.1501 29 416: 86%|########6 | 44/51 [00:03<00:00, 12.71it/s]
50/99 0.457G 0.04249 0.05552 0.0523 0.1503 103 416: 86%|########6 | 44/51 [00:03<00:00, 12.71it/s]
50/99 0.457G 0.04236 0.05518 0.05231 0.1499 56 416: 86%|########6 | 44/51 [00:03<00:00, 12.71it/s]
50/99 0.457G 0.04236 0.05518 0.05231 0.1499 56 416: 90%|######### | 46/51 [00:03<00:00, 12.73it/s]
50/99 0.457G 0.04231 0.05572 0.05233 0.1504 114 416: 90%|######### | 46/51 [00:03<00:00, 12.73it/s]
50/99 0.457G 0.0423 0.0555 0.0524 0.1502 66 416: 90%|######### | 46/51 [00:03<00:00, 12.73it/s]
50/99 0.457G 0.0423 0.0555 0.0524 0.1502 66 416: 94%|#########4| 48/51 [00:03<00:00, 13.13it/s]
50/99 0.457G 0.04223 0.05504 0.05246 0.1497 39 416: 94%|#########4| 48/51 [00:03<00:00, 13.13it/s]
50/99 0.457G 0.04229 0.05539 0.05251 0.1502 112 416: 94%|#########4| 48/51 [00:03<00:00, 13.13it/s]
50/99 0.457G 0.04229 0.05539 0.05251 0.1502 112 416: 98%|#########8| 50/51 [00:03<00:00, 13.42it/s]
50/99 0.457G 0.0423 0.05448 0.05267 0.1495 1 416: 98%|#########8| 50/51 [00:03<00:00, 13.42it/s]
50/99 0.457G 0.0423 0.05448 0.05267 0.1495 1 416: 100%|##########| 51/51 [00:03<00:00, 12.89it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 8.81it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.40it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.18it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 10.87it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.46it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
51/99 0.457G 0.03689 0.03914 0.05532 0.1313 47 416: 0%| | 0/51 [00:00<?, ?it/s]
51/99 0.457G 0.04358 0.05764 0.05407 0.1553 129 416: 0%| | 0/51 [00:00<?, ?it/s]
51/99 0.457G 0.04358 0.05764 0.05407 0.1553 129 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
51/99 0.457G 0.04261 0.05151 0.0568 0.1509 52 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
51/99 0.457G 0.03929 0.04617 0.05254 0.138 41 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
51/99 0.457G 0.03929 0.04617 0.05254 0.138 41 416: 8%|7 | 4/51 [00:00<00:03, 13.55it/s]
51/99 0.457G 0.03996 0.04611 0.05219 0.1383 71 416: 8%|7 | 4/51 [00:00<00:03, 13.55it/s]
51/99 0.457G 0.03936 0.04556 0.05187 0.1368 52 416: 8%|7 | 4/51 [00:00<00:03, 13.55it/s]
51/99 0.457G 0.03936 0.04556 0.05187 0.1368 52 416: 12%|#1 | 6/51 [00:00<00:03, 13.17it/s]
51/99 0.457G 0.04071 0.04511 0.05245 0.1383 69 416: 12%|#1 | 6/51 [00:00<00:03, 13.17it/s]
51/99 0.457G 0.03907 0.04329 0.05031 0.1327 43 416: 12%|#1 | 6/51 [00:00<00:03, 13.17it/s]
51/99 0.457G 0.03907 0.04329 0.05031 0.1327 43 416: 16%|#5 | 8/51 [00:00<00:03, 12.45it/s]
51/99 0.457G 0.04047 0.04188 0.05105 0.1334 37 416: 16%|#5 | 8/51 [00:00<00:03, 12.45it/s]
51/99 0.457G 0.04131 0.04524 0.05134 0.1379 96 416: 16%|#5 | 8/51 [00:00<00:03, 12.45it/s]
51/99 0.457G 0.04131 0.04524 0.05134 0.1379 96 416: 20%|#9 | 10/51 [00:00<00:03, 11.87it/s]
51/99 0.457G 0.04118 0.04795 0.05135 0.1405 125 416: 20%|#9 | 10/51 [00:00<00:03, 11.87it/s]
51/99 0.457G 0.04127 0.04728 0.05142 0.14 50 416: 20%|#9 | 10/51 [00:00<00:03, 11.87it/s]
51/99 0.457G 0.04127 0.04728 0.05142 0.14 50 416: 24%|##3 | 12/51 [00:00<00:03, 12.15it/s]
51/99 0.457G 0.04133 0.04781 0.05137 0.1405 87 416: 24%|##3 | 12/51 [00:01<00:03, 12.15it/s]
51/99 0.457G 0.04134 0.04781 0.05184 0.141 78 416: 24%|##3 | 12/51 [00:01<00:03, 12.15it/s]
51/99 0.457G 0.04134 0.04781 0.05184 0.141 78 416: 27%|##7 | 14/51 [00:01<00:02, 12.75it/s]
51/99 0.457G 0.04133 0.04934 0.05188 0.1426 116 416: 27%|##7 | 14/51 [00:01<00:02, 12.75it/s]
51/99 0.457G 0.04117 0.05125 0.0519 0.1443 105 416: 27%|##7 | 14/51 [00:01<00:02, 12.75it/s]
51/99 0.457G 0.04117 0.05125 0.0519 0.1443 105 416: 31%|###1 | 16/51 [00:01<00:02, 12.74it/s]
51/99 0.457G 0.04113 0.05114 0.05198 0.1443 59 416: 31%|###1 | 16/51 [00:01<00:02, 12.74it/s]
51/99 0.457G 0.04099 0.05174 0.05207 0.1448 80 416: 31%|###1 | 16/51 [00:01<00:02, 12.74it/s]
51/99 0.457G 0.04099 0.05174 0.05207 0.1448 80 416: 35%|###5 | 18/51 [00:01<00:02, 13.16it/s]
51/99 0.457G 0.04076 0.0521 0.0521 0.145 102 416: 35%|###5 | 18/51 [00:01<00:02, 13.16it/s]
51/99 0.457G 0.04033 0.05097 0.05233 0.1436 39 416: 35%|###5 | 18/51 [00:01<00:02, 13.16it/s]
51/99 0.457G 0.04033 0.05097 0.05233 0.1436 39 416: 39%|###9 | 20/51 [00:01<00:02, 12.98it/s]
51/99 0.457G 0.04027 0.05146 0.05242 0.1442 90 416: 39%|###9 | 20/51 [00:01<00:02, 12.98it/s]
51/99 0.457G 0.03993 0.05076 0.05175 0.1424 62 416: 39%|###9 | 20/51 [00:01<00:02, 12.98it/s]
51/99 0.457G 0.03993 0.05076 0.05175 0.1424 62 416: 43%|####3 | 22/51 [00:01<00:02, 13.48it/s]
51/99 0.457G 0.04018 0.05085 0.05197 0.143 64 416: 43%|####3 | 22/51 [00:01<00:02, 13.48it/s]
51/99 0.457G 0.04034 0.05003 0.05147 0.1418 55 416: 43%|####3 | 22/51 [00:01<00:02, 13.48it/s]
51/99 0.457G 0.04034 0.05003 0.05147 0.1418 55 416: 47%|####7 | 24/51 [00:01<00:02, 12.85it/s]
51/99 0.457G 0.0406 0.05039 0.05174 0.1427 91 416: 47%|####7 | 24/51 [00:01<00:02, 12.85it/s]
51/99 0.457G 0.04049 0.05067 0.05167 0.1428 85 416: 47%|####7 | 24/51 [00:02<00:02, 12.85it/s]
51/99 0.457G 0.04049 0.05067 0.05167 0.1428 85 416: 51%|##### | 26/51 [00:02<00:01, 12.97it/s]
51/99 0.457G 0.04043 0.05022 0.05176 0.1424 44 416: 51%|##### | 26/51 [00:02<00:01, 12.97it/s]
51/99 0.457G 0.04051 0.04971 0.05178 0.142 35 416: 51%|##### | 26/51 [00:02<00:01, 12.97it/s]
51/99 0.457G 0.04051 0.04971 0.05178 0.142 35 416: 55%|#####4 | 28/51 [00:02<00:01, 13.17it/s]
51/99 0.457G 0.04057 0.04941 0.05181 0.1418 56 416: 55%|#####4 | 28/51 [00:02<00:01, 13.17it/s]
51/99 0.457G 0.04058 0.04951 0.05191 0.142 85 416: 55%|#####4 | 28/51 [00:02<00:01, 13.17it/s]
51/99 0.457G 0.04058 0.04951 0.05191 0.142 85 416: 59%|#####8 | 30/51 [00:02<00:01, 13.47it/s]
51/99 0.457G 0.04035 0.04908 0.05192 0.1413 43 416: 59%|#####8 | 30/51 [00:02<00:01, 13.47it/s]
51/99 0.457G 0.04009 0.04939 0.05188 0.1414 77 416: 59%|#####8 | 30/51 [00:02<00:01, 13.47it/s]
51/99 0.457G 0.04009 0.04939 0.05188 0.1414 77 416: 63%|######2 | 32/51 [00:02<00:01, 13.67it/s]
51/99 0.457G 0.04003 0.04886 0.05185 0.1407 38 416: 63%|######2 | 32/51 [00:02<00:01, 13.67it/s]
51/99 0.457G 0.04001 0.04865 0.05189 0.1405 50 416: 63%|######2 | 32/51 [00:02<00:01, 13.67it/s]
51/99 0.457G 0.04001 0.04865 0.05189 0.1405 50 416: 67%|######6 | 34/51 [00:02<00:01, 13.32it/s]
51/99 0.457G 0.03984 0.04815 0.05178 0.1398 40 416: 67%|######6 | 34/51 [00:02<00:01, 13.32it/s]
51/99 0.457G 0.03982 0.04761 0.05177 0.1392 36 416: 67%|######6 | 34/51 [00:02<00:01, 13.32it/s]
51/99 0.457G 0.03982 0.04761 0.05177 0.1392 36 416: 71%|####### | 36/51 [00:02<00:01, 12.64it/s]
51/99 0.457G 0.03962 0.04774 0.05183 0.1392 61 416: 71%|####### | 36/51 [00:02<00:01, 12.64it/s]
51/99 0.457G 0.0395 0.04775 0.05185 0.1391 68 416: 71%|####### | 36/51 [00:02<00:01, 12.64it/s]
51/99 0.457G 0.0395 0.04775 0.05185 0.1391 68 416: 75%|#######4 | 38/51 [00:02<00:01, 12.57it/s]
51/99 0.457G 0.03945 0.04822 0.05185 0.1395 101 416: 75%|#######4 | 38/51 [00:03<00:01, 12.57it/s]
51/99 0.457G 0.03972 0.04862 0.05198 0.1403 101 416: 75%|#######4 | 38/51 [00:03<00:01, 12.57it/s]
51/99 0.457G 0.03972 0.04862 0.05198 0.1403 101 416: 78%|#######8 | 40/51 [00:03<00:00, 12.30it/s]
51/99 0.457G 0.03975 0.04922 0.05203 0.141 119 416: 78%|#######8 | 40/51 [00:03<00:00, 12.30it/s]
51/99 0.457G 0.03989 0.04977 0.0521 0.1418 122 416: 78%|#######8 | 40/51 [00:03<00:00, 12.30it/s]
51/99 0.457G 0.03989 0.04977 0.0521 0.1418 122 416: 82%|########2 | 42/51 [00:03<00:00, 12.80it/s]
51/99 0.457G 0.03983 0.04961 0.05209 0.1415 62 416: 82%|########2 | 42/51 [00:03<00:00, 12.80it/s]
51/99 0.457G 0.03987 0.05045 0.05206 0.1424 121 416: 82%|########2 | 42/51 [00:03<00:00, 12.80it/s]
51/99 0.457G 0.03987 0.05045 0.05206 0.1424 121 416: 86%|########6 | 44/51 [00:03<00:00, 12.79it/s]
51/99 0.457G 0.04003 0.04987 0.05211 0.142 34 416: 86%|########6 | 44/51 [00:03<00:00, 12.79it/s]
51/99 0.457G 0.04015 0.05001 0.05214 0.1423 61 416: 86%|########6 | 44/51 [00:03<00:00, 12.79it/s]
51/99 0.457G 0.04015 0.05001 0.05214 0.1423 61 416: 90%|######### | 46/51 [00:03<00:00, 13.13it/s]
51/99 0.457G 0.04034 0.05046 0.05212 0.1429 84 416: 90%|######### | 46/51 [00:03<00:00, 13.13it/s]
51/99 0.457G 0.04061 0.05101 0.05219 0.1438 106 416: 90%|######### | 46/51 [00:03<00:00, 13.13it/s]
51/99 0.457G 0.04061 0.05101 0.05219 0.1438 106 416: 94%|#########4| 48/51 [00:03<00:00, 13.02it/s]
51/99 0.457G 0.04077 0.05127 0.05229 0.1443 114 416: 94%|#########4| 48/51 [00:03<00:00, 13.02it/s]
51/99 0.457G 0.04077 0.05087 0.05229 0.1439 39 416: 94%|#########4| 48/51 [00:03<00:00, 13.02it/s]
51/99 0.457G 0.04077 0.05087 0.05229 0.1439 39 416: 98%|#########8| 50/51 [00:03<00:00, 13.34it/s]
51/99 0.457G 0.04048 0.05009 0.05202 0.1426 3 416: 98%|#########8| 50/51 [00:03<00:00, 13.34it/s]
51/99 0.457G 0.04048 0.05009 0.05202 0.1426 3 416: 100%|##########| 51/51 [00:03<00:00, 13.00it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 8.75it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.61it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.08it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 10.99it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.67it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
52/99 0.457G 0.04682 0.04197 0.05439 0.1432 49 416: 0%| | 0/51 [00:00<?, ?it/s]
52/99 0.457G 0.04204 0.03802 0.05243 0.1325 50 416: 0%| | 0/51 [00:00<?, ?it/s]
52/99 0.457G 0.04204 0.03802 0.05243 0.1325 50 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
52/99 0.457G 0.04247 0.04716 0.053 0.1426 100 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
52/99 0.457G 0.04301 0.05252 0.0529 0.1484 92 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
52/99 0.457G 0.04301 0.05252 0.0529 0.1484 92 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
52/99 0.457G 0.04448 0.05898 0.05348 0.1569 118 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
52/99 0.457G 0.04511 0.059 0.05386 0.158 87 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
52/99 0.457G 0.04511 0.059 0.05386 0.158 87 416: 12%|#1 | 6/51 [00:00<00:03, 11.85it/s]
52/99 0.457G 0.04439 0.05747 0.05368 0.1555 57 416: 12%|#1 | 6/51 [00:00<00:03, 11.85it/s]
52/99 0.457G 0.04414 0.05714 0.0535 0.1548 60 416: 12%|#1 | 6/51 [00:00<00:03, 11.85it/s]
52/99 0.457G 0.04414 0.05714 0.0535 0.1548 60 416: 16%|#5 | 8/51 [00:00<00:03, 11.87it/s]
52/99 0.457G 0.044 0.05307 0.05376 0.1508 22 416: 16%|#5 | 8/51 [00:00<00:03, 11.87it/s]
52/99 0.457G 0.04339 0.05152 0.05372 0.1486 60 416: 16%|#5 | 8/51 [00:00<00:03, 11.87it/s]
52/99 0.457G 0.04339 0.05152 0.05372 0.1486 60 416: 20%|#9 | 10/51 [00:00<00:03, 12.17it/s]
52/99 0.457G 0.04238 0.04937 0.0532 0.145 32 416: 20%|#9 | 10/51 [00:00<00:03, 12.17it/s]
52/99 0.457G 0.04186 0.04849 0.05339 0.1437 42 416: 20%|#9 | 10/51 [00:00<00:03, 12.17it/s]
52/99 0.457G 0.04186 0.04849 0.05339 0.1437 42 416: 24%|##3 | 12/51 [00:00<00:03, 12.79it/s]
52/99 0.457G 0.04202 0.05146 0.05344 0.1469 134 416: 24%|##3 | 12/51 [00:01<00:03, 12.79it/s]
52/99 0.457G 0.04191 0.05231 0.05327 0.1475 100 416: 24%|##3 | 12/51 [00:01<00:03, 12.79it/s]
52/99 0.457G 0.04191 0.05231 0.05327 0.1475 100 416: 27%|##7 | 14/51 [00:01<00:02, 12.77it/s]
52/99 0.457G 0.04199 0.05367 0.05327 0.1489 96 416: 27%|##7 | 14/51 [00:01<00:02, 12.77it/s]
52/99 0.457G 0.04198 0.05374 0.05331 0.149 84 416: 27%|##7 | 14/51 [00:01<00:02, 12.77it/s]
52/99 0.457G 0.04198 0.05374 0.05331 0.149 84 416: 31%|###1 | 16/51 [00:01<00:02, 12.78it/s]
52/99 0.457G 0.04192 0.05336 0.05342 0.1487 64 416: 31%|###1 | 16/51 [00:01<00:02, 12.78it/s]
52/99 0.457G 0.04188 0.05342 0.05339 0.1487 73 416: 31%|###1 | 16/51 [00:01<00:02, 12.78it/s]
52/99 0.457G 0.04188 0.05342 0.05339 0.1487 73 416: 35%|###5 | 18/51 [00:01<00:02, 12.58it/s]
52/99 0.457G 0.04186 0.05388 0.05343 0.1492 86 416: 35%|###5 | 18/51 [00:01<00:02, 12.58it/s]
52/99 0.457G 0.04191 0.05371 0.0534 0.149 58 416: 35%|###5 | 18/51 [00:01<00:02, 12.58it/s]
52/99 0.457G 0.04191 0.05371 0.0534 0.149 58 416: 39%|###9 | 20/51 [00:01<00:02, 11.95it/s]
52/99 0.457G 0.04174 0.05266 0.05321 0.1476 38 416: 39%|###9 | 20/51 [00:01<00:02, 11.95it/s]
52/99 0.457G 0.04213 0.05196 0.05351 0.1476 58 416: 39%|###9 | 20/51 [00:01<00:02, 11.95it/s]
52/99 0.457G 0.04213 0.05196 0.05351 0.1476 58 416: 43%|####3 | 22/51 [00:01<00:02, 11.84it/s]
52/99 0.457G 0.04319 0.05227 0.0536 0.1491 85 416: 43%|####3 | 22/51 [00:01<00:02, 11.84it/s]
52/99 0.457G 0.04381 0.05186 0.05321 0.1489 65 416: 43%|####3 | 22/51 [00:01<00:02, 11.84it/s]
52/99 0.457G 0.04381 0.05186 0.05321 0.1489 65 416: 47%|####7 | 24/51 [00:01<00:02, 12.47it/s]
52/99 0.457G 0.04483 0.05167 0.05331 0.1498 73 416: 47%|####7 | 24/51 [00:02<00:02, 12.47it/s]
52/99 0.457G 0.04485 0.05143 0.05337 0.1496 61 416: 47%|####7 | 24/51 [00:02<00:02, 12.47it/s]
52/99 0.457G 0.04485 0.05143 0.05337 0.1496 61 416: 51%|##### | 26/51 [00:02<00:02, 12.49it/s]
52/99 0.457G 0.04509 0.05262 0.05301 0.1507 134 416: 51%|##### | 26/51 [00:02<00:02, 12.49it/s]
52/99 0.457G 0.04517 0.0539 0.05278 0.1518 117 416: 51%|##### | 26/51 [00:02<00:02, 12.49it/s]
52/99 0.457G 0.04517 0.0539 0.05278 0.1518 117 416: 55%|#####4 | 28/51 [00:02<00:01, 12.73it/s]
52/99 0.457G 0.04549 0.05428 0.05272 0.1525 92 416: 55%|#####4 | 28/51 [00:02<00:01, 12.73it/s]
52/99 0.457G 0.04538 0.05425 0.05271 0.1523 63 416: 55%|#####4 | 28/51 [00:02<00:01, 12.73it/s]
52/99 0.457G 0.04538 0.05425 0.05271 0.1523 63 416: 59%|#####8 | 30/51 [00:02<00:01, 12.89it/s]
52/99 0.457G 0.0452 0.0545 0.05274 0.1524 60 416: 59%|#####8 | 30/51 [00:02<00:01, 12.89it/s]
52/99 0.457G 0.04498 0.05429 0.05278 0.1521 46 416: 59%|#####8 | 30/51 [00:02<00:01, 12.89it/s]
52/99 0.457G 0.04498 0.05429 0.05278 0.1521 46 416: 63%|######2 | 32/51 [00:02<00:01, 13.05it/s]
52/99 0.457G 0.04496 0.05449 0.05278 0.1522 85 416: 63%|######2 | 32/51 [00:02<00:01, 13.05it/s]
52/99 0.457G 0.04482 0.05459 0.05283 0.1522 75 416: 63%|######2 | 32/51 [00:02<00:01, 13.05it/s]
52/99 0.457G 0.04482 0.05459 0.05283 0.1522 75 416: 67%|######6 | 34/51 [00:02<00:01, 13.09it/s]
52/99 0.457G 0.04465 0.05425 0.05235 0.1512 62 416: 67%|######6 | 34/51 [00:02<00:01, 13.09it/s]
52/99 0.457G 0.04473 0.05471 0.05223 0.1517 100 416: 67%|######6 | 34/51 [00:02<00:01, 13.09it/s]
52/99 0.457G 0.04473 0.05471 0.05223 0.1517 100 416: 71%|####### | 36/51 [00:02<00:01, 13.25it/s]
52/99 0.457G 0.04497 0.05582 0.05235 0.1531 126 416: 71%|####### | 36/51 [00:02<00:01, 13.25it/s]
52/99 0.457G 0.04507 0.05528 0.05251 0.1529 41 416: 71%|####### | 36/51 [00:03<00:01, 13.25it/s]
52/99 0.457G 0.04507 0.05528 0.05251 0.1529 41 416: 75%|#######4 | 38/51 [00:03<00:01, 12.34it/s]
52/99 0.457G 0.045 0.0551 0.05246 0.1526 58 416: 75%|#######4 | 38/51 [00:03<00:01, 12.34it/s]
52/99 0.457G 0.04518 0.05562 0.05252 0.1533 87 416: 75%|#######4 | 38/51 [00:03<00:01, 12.34it/s]
52/99 0.457G 0.04518 0.05562 0.05252 0.1533 87 416: 78%|#######8 | 40/51 [00:03<00:01, 10.92it/s]
52/99 0.457G 0.0453 0.05592 0.0526 0.1538 97 416: 78%|#######8 | 40/51 [00:03<00:01, 10.92it/s]
52/99 0.457G 0.04548 0.05618 0.05255 0.1542 97 416: 78%|#######8 | 40/51 [00:03<00:01, 10.92it/s]
52/99 0.457G 0.04548 0.05618 0.05255 0.1542 97 416: 82%|########2 | 42/51 [00:03<00:00, 11.09it/s]
52/99 0.457G 0.04523 0.0564 0.05214 0.1538 107 416: 82%|########2 | 42/51 [00:03<00:00, 11.09it/s]
52/99 0.457G 0.0453 0.05582 0.05215 0.1533 30 416: 82%|########2 | 42/51 [00:03<00:00, 11.09it/s]
52/99 0.457G 0.0453 0.05582 0.05215 0.1533 30 416: 86%|########6 | 44/51 [00:03<00:00, 11.85it/s]
52/99 0.457G 0.04533 0.05541 0.05224 0.153 53 416: 86%|########6 | 44/51 [00:03<00:00, 11.85it/s]
52/99 0.457G 0.04542 0.05494 0.05231 0.1527 40 416: 86%|########6 | 44/51 [00:03<00:00, 11.85it/s]
52/99 0.457G 0.04542 0.05494 0.05231 0.1527 40 416: 90%|######### | 46/51 [00:03<00:00, 12.46it/s]
52/99 0.457G 0.04525 0.05462 0.05221 0.1521 58 416: 90%|######### | 46/51 [00:03<00:00, 12.46it/s]
52/99 0.457G 0.04526 0.05454 0.0523 0.1521 74 416: 90%|######### | 46/51 [00:03<00:00, 12.46it/s]
52/99 0.457G 0.04526 0.05454 0.0523 0.1521 74 416: 94%|#########4| 48/51 [00:03<00:00, 12.55it/s]
52/99 0.457G 0.04545 0.05532 0.05237 0.1531 155 416: 94%|#########4| 48/51 [00:03<00:00, 12.55it/s]
52/99 0.457G 0.04553 0.05533 0.05237 0.1532 69 416: 94%|#########4| 48/51 [00:04<00:00, 12.55it/s]
52/99 0.457G 0.04553 0.05533 0.05237 0.1532 69 416: 98%|#########8| 50/51 [00:04<00:00, 12.99it/s]
52/99 0.457G 0.04524 0.05446 0.05281 0.1525 1 416: 98%|#########8| 50/51 [00:04<00:00, 12.99it/s]
52/99 0.457G 0.04524 0.05446 0.05281 0.1525 1 416: 100%|##########| 51/51 [00:04<00:00, 12.45it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.25it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 25%|##5 | 2/8 [00:00<00:00, 9.17it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 10.21it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 11.06it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 13.14it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.86it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
53/99 0.457G 0.04171 0.05964 0.05292 0.1543 86 416: 0%| | 0/51 [00:00<?, ?it/s]
53/99 0.457G 0.0489 0.05576 0.05334 0.158 62 416: 0%| | 0/51 [00:00<?, ?it/s]
53/99 0.457G 0.0489 0.05576 0.05334 0.158 62 416: 4%|3 | 2/51 [00:00<00:04, 11.35it/s]
53/99 0.457G 0.04453 0.05116 0.04684 0.1425 58 416: 4%|3 | 2/51 [00:00<00:04, 11.35it/s]
53/99 0.457G 0.04597 0.0539 0.0488 0.1487 83 416: 4%|3 | 2/51 [00:00<00:04, 11.35it/s]
53/99 0.457G 0.04597 0.0539 0.0488 0.1487 83 416: 8%|7 | 4/51 [00:00<00:03, 13.04it/s]
53/99 0.457G 0.04767 0.05567 0.05017 0.1535 97 416: 8%|7 | 4/51 [00:00<00:03, 13.04it/s]
53/99 0.457G 0.04842 0.05974 0.05057 0.1587 85 416: 8%|7 | 4/51 [00:00<00:03, 13.04it/s]
53/99 0.457G 0.04842 0.05974 0.05057 0.1587 85 416: 12%|#1 | 6/51 [00:00<00:03, 13.48it/s]
53/99 0.457G 0.04643 0.05938 0.04842 0.1542 81 416: 12%|#1 | 6/51 [00:00<00:03, 13.48it/s]
53/99 0.457G 0.046 0.05808 0.0494 0.1535 66 416: 12%|#1 | 6/51 [00:00<00:03, 13.48it/s]
53/99 0.457G 0.046 0.05808 0.0494 0.1535 66 416: 16%|#5 | 8/51 [00:00<00:03, 13.73it/s]
53/99 0.457G 0.04594 0.05494 0.05121 0.1521 45 416: 16%|#5 | 8/51 [00:00<00:03, 13.73it/s]
53/99 0.457G 0.04573 0.05685 0.05205 0.1546 127 416: 16%|#5 | 8/51 [00:00<00:03, 13.73it/s]
53/99 0.457G 0.04573 0.05685 0.05205 0.1546 127 416: 20%|#9 | 10/51 [00:00<00:02, 13.89it/s]
53/99 0.457G 0.0463 0.05667 0.0521 0.1551 70 416: 20%|#9 | 10/51 [00:00<00:02, 13.89it/s]
53/99 0.457G 0.04645 0.05638 0.05244 0.1553 61 416: 20%|#9 | 10/51 [00:00<00:02, 13.89it/s]
53/99 0.457G 0.04645 0.05638 0.05244 0.1553 61 416: 24%|##3 | 12/51 [00:00<00:02, 13.48it/s]
53/99 0.457G 0.04642 0.05459 0.05268 0.1537 39 416: 24%|##3 | 12/51 [00:00<00:02, 13.48it/s]
53/99 0.457G 0.04568 0.05142 0.05312 0.1502 7 416: 24%|##3 | 12/51 [00:01<00:02, 13.48it/s]
53/99 0.457G 0.04568 0.05142 0.05312 0.1502 7 416: 27%|##7 | 14/51 [00:01<00:02, 13.24it/s]
53/99 0.457G 0.04589 0.05298 0.05289 0.1518 109 416: 27%|##7 | 14/51 [00:01<00:02, 13.24it/s]
53/99 0.457G 0.04629 0.05461 0.05301 0.1539 78 416: 27%|##7 | 14/51 [00:01<00:02, 13.24it/s]
53/99 0.457G 0.04629 0.05461 0.05301 0.1539 78 416: 31%|###1 | 16/51 [00:01<00:02, 13.51it/s]
53/99 0.457G 0.0464 0.05604 0.05305 0.1555 106 416: 31%|###1 | 16/51 [00:01<00:02, 13.51it/s]
53/99 0.457G 0.04616 0.05494 0.05307 0.1542 39 416: 31%|###1 | 16/51 [00:01<00:02, 13.51it/s]
53/99 0.457G 0.04616 0.05494 0.05307 0.1542 39 416: 35%|###5 | 18/51 [00:01<00:02, 12.85it/s]
53/99 0.457G 0.04594 0.05596 0.05331 0.1552 92 416: 35%|###5 | 18/51 [00:01<00:02, 12.85it/s]
53/99 0.457G 0.04671 0.0581 0.05333 0.1581 141 416: 35%|###5 | 18/51 [00:01<00:02, 12.85it/s]
53/99 0.457G 0.04671 0.0581 0.05333 0.1581 141 416: 39%|###9 | 20/51 [00:01<00:02, 13.17it/s]
53/99 0.457G 0.04715 0.05692 0.05328 0.1574 43 416: 39%|###9 | 20/51 [00:01<00:02, 13.17it/s]
53/99 0.457G 0.04736 0.05552 0.05342 0.1563 30 416: 39%|###9 | 20/51 [00:01<00:02, 13.17it/s]
53/99 0.457G 0.04736 0.05552 0.05342 0.1563 30 416: 43%|####3 | 22/51 [00:01<00:02, 13.46it/s]
53/99 0.457G 0.04739 0.05653 0.05353 0.1574 109 416: 43%|####3 | 22/51 [00:01<00:02, 13.46it/s]
53/99 0.457G 0.04705 0.05549 0.0534 0.1559 30 416: 43%|####3 | 22/51 [00:01<00:02, 13.46it/s]
53/99 0.457G 0.04705 0.05549 0.0534 0.1559 30 416: 47%|####7 | 24/51 [00:01<00:01, 13.66it/s]
53/99 0.457G 0.04721 0.05574 0.05333 0.1563 91 416: 47%|####7 | 24/51 [00:01<00:01, 13.66it/s]
53/99 0.457G 0.04729 0.05503 0.05334 0.1557 41 416: 47%|####7 | 24/51 [00:01<00:01, 13.66it/s]
53/99 0.457G 0.04729 0.05503 0.05334 0.1557 41 416: 51%|##### | 26/51 [00:01<00:01, 13.82it/s]
53/99 0.457G 0.0473 0.05487 0.05267 0.1548 78 416: 51%|##### | 26/51 [00:02<00:01, 13.82it/s]
53/99 0.457G 0.04758 0.05531 0.0527 0.1556 92 416: 51%|##### | 26/51 [00:02<00:01, 13.82it/s]
53/99 0.457G 0.04758 0.05531 0.0527 0.1556 92 416: 55%|#####4 | 28/51 [00:02<00:01, 13.72it/s]
53/99 0.457G 0.04786 0.05495 0.05259 0.1554 62 416: 55%|#####4 | 28/51 [00:02<00:01, 13.72it/s]
53/99 0.457G 0.04801 0.05445 0.05268 0.1551 46 416: 55%|#####4 | 28/51 [00:02<00:01, 13.72it/s]
53/99 0.457G 0.04801 0.05445 0.05268 0.1551 46 416: 59%|#####8 | 30/51 [00:02<00:01, 13.86it/s]
53/99 0.457G 0.04862 0.05388 0.05279 0.1553 53 416: 59%|#####8 | 30/51 [00:02<00:01, 13.86it/s]
53/99 0.457G 0.04886 0.05396 0.05289 0.1557 75 416: 59%|#####8 | 30/51 [00:02<00:01, 13.86it/s]
53/99 0.457G 0.04886 0.05396 0.05289 0.1557 75 416: 63%|######2 | 32/51 [00:02<00:01, 13.47it/s]
53/99 0.457G 0.04857 0.05293 0.05268 0.1542 17 416: 63%|######2 | 32/51 [00:02<00:01, 13.47it/s]
53/99 0.457G 0.04878 0.05355 0.05283 0.1552 116 416: 63%|######2 | 32/51 [00:02<00:01, 13.47it/s]
53/99 0.457G 0.04878 0.05355 0.05283 0.1552 116 416: 67%|######6 | 34/51 [00:02<00:01, 12.83it/s]
53/99 0.457G 0.04872 0.05348 0.05275 0.1549 73 416: 67%|######6 | 34/51 [00:02<00:01, 12.83it/s]
53/99 0.457G 0.0481 0.05325 0.05234 0.1537 69 416: 67%|######6 | 34/51 [00:02<00:01, 12.83it/s]
53/99 0.457G 0.0481 0.05325 0.05234 0.1537 69 416: 71%|####### | 36/51 [00:02<00:01, 13.20it/s]
53/99 0.457G 0.048 0.05333 0.05231 0.1536 72 416: 71%|####### | 36/51 [00:02<00:01, 13.20it/s]
53/99 0.457G 0.04773 0.05478 0.05236 0.1549 144 416: 71%|####### | 36/51 [00:02<00:01, 13.20it/s]
53/99 0.457G 0.04773 0.05478 0.05236 0.1549 144 416: 75%|#######4 | 38/51 [00:02<00:00, 13.48it/s]
53/99 0.457G 0.04781 0.05492 0.05233 0.1551 107 416: 75%|#######4 | 38/51 [00:02<00:00, 13.48it/s]
53/99 0.457G 0.04759 0.05436 0.05235 0.1543 37 416: 75%|#######4 | 38/51 [00:02<00:00, 13.48it/s]
53/99 0.457G 0.04759 0.05436 0.05235 0.1543 37 416: 78%|#######8 | 40/51 [00:02<00:00, 13.56it/s]
53/99 0.457G 0.04734 0.05414 0.05229 0.1538 53 416: 78%|#######8 | 40/51 [00:03<00:00, 13.56it/s]
53/99 0.457G 0.04704 0.05392 0.05226 0.1532 48 416: 78%|#######8 | 40/51 [00:03<00:00, 13.56it/s]
53/99 0.457G 0.04704 0.05392 0.05226 0.1532 48 416: 82%|########2 | 42/51 [00:03<00:00, 13.42it/s]
53/99 0.457G 0.04709 0.05404 0.05233 0.1535 90 416: 82%|########2 | 42/51 [00:03<00:00, 13.42it/s]
53/99 0.457G 0.04709 0.0537 0.05235 0.1531 41 416: 82%|########2 | 42/51 [00:03<00:00, 13.42it/s]
53/99 0.457G 0.04709 0.0537 0.05235 0.1531 41 416: 86%|########6 | 44/51 [00:03<00:00, 13.64it/s]
53/99 0.457G 0.04688 0.05315 0.05233 0.1524 37 416: 86%|########6 | 44/51 [00:03<00:00, 13.64it/s]
53/99 0.457G 0.0467 0.05386 0.0523 0.1529 103 416: 86%|########6 | 44/51 [00:03<00:00, 13.64it/s]
53/99 0.457G 0.0467 0.05386 0.0523 0.1529 103 416: 90%|######### | 46/51 [00:03<00:00, 13.75it/s]
53/99 0.457G 0.04653 0.05388 0.05231 0.1527 78 416: 90%|######### | 46/51 [00:03<00:00, 13.75it/s]
53/99 0.457G 0.04637 0.05378 0.05229 0.1524 64 416: 90%|######### | 46/51 [00:03<00:00, 13.75it/s]
53/99 0.457G 0.04637 0.05378 0.05229 0.1524 64 416: 94%|#########4| 48/51 [00:03<00:00, 13.88it/s]
53/99 0.457G 0.04629 0.05379 0.05229 0.1524 71 416: 94%|#########4| 48/51 [00:03<00:00, 13.88it/s]
53/99 0.457G 0.04611 0.0537 0.05228 0.1521 65 416: 94%|#########4| 48/51 [00:03<00:00, 13.88it/s]
53/99 0.457G 0.04611 0.0537 0.05228 0.1521 65 416: 98%|#########8| 50/51 [00:03<00:00, 12.71it/s]
53/99 0.457G 0.04597 0.05287 0.05247 0.1513 1 416: 98%|#########8| 50/51 [00:03<00:00, 12.71it/s]
53/99 0.457G 0.04597 0.05287 0.05247 0.1513 1 416: 100%|##########| 51/51 [00:03<00:00, 13.39it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.23it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.65it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.58it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.41it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
54/99 0.457G 0.0487 0.0408 0.0583 0.1478 55 416: 0%| | 0/51 [00:00<?, ?it/s]
54/99 0.457G 0.04473 0.0461 0.05624 0.1471 60 416: 0%| | 0/51 [00:00<?, ?it/s]
54/99 0.457G 0.04473 0.0461 0.05624 0.1471 60 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
54/99 0.457G 0.04238 0.0462 0.05213 0.1407 68 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
54/99 0.457G 0.04202 0.04816 0.05289 0.1431 68 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
54/99 0.457G 0.04202 0.04816 0.05289 0.1431 68 416: 8%|7 | 4/51 [00:00<00:03, 14.16it/s]
54/99 0.457G 0.0422 0.05371 0.0528 0.1487 119 416: 8%|7 | 4/51 [00:00<00:03, 14.16it/s]
54/99 0.457G 0.04272 0.05294 0.05233 0.148 69 416: 8%|7 | 4/51 [00:00<00:03, 14.16it/s]
54/99 0.457G 0.04272 0.05294 0.05233 0.148 69 416: 12%|#1 | 6/51 [00:00<00:03, 13.49it/s]
54/99 0.457G 0.04193 0.05717 0.05265 0.1517 104 416: 12%|#1 | 6/51 [00:00<00:03, 13.49it/s]
54/99 0.457G 0.04333 0.05713 0.05299 0.1535 80 416: 12%|#1 | 6/51 [00:00<00:03, 13.49it/s]
54/99 0.457G 0.04333 0.05713 0.05299 0.1535 80 416: 16%|#5 | 8/51 [00:00<00:03, 13.76it/s]
54/99 0.457G 0.04359 0.05616 0.05314 0.1529 76 416: 16%|#5 | 8/51 [00:00<00:03, 13.76it/s]
54/99 0.457G 0.04365 0.05339 0.05219 0.1492 40 416: 16%|#5 | 8/51 [00:00<00:03, 13.76it/s]
54/99 0.457G 0.04365 0.05339 0.05219 0.1492 40 416: 20%|#9 | 10/51 [00:00<00:02, 13.83it/s]
54/99 0.457G 0.04317 0.05351 0.05175 0.1484 75 416: 20%|#9 | 10/51 [00:00<00:02, 13.83it/s]
54/99 0.457G 0.04418 0.05256 0.05187 0.1486 74 416: 20%|#9 | 10/51 [00:00<00:02, 13.83it/s]
54/99 0.457G 0.04418 0.05256 0.05187 0.1486 74 416: 24%|##3 | 12/51 [00:00<00:02, 13.43it/s]
54/99 0.457G 0.04364 0.05168 0.05199 0.1473 48 416: 24%|##3 | 12/51 [00:00<00:02, 13.43it/s]
54/99 0.457G 0.04424 0.05081 0.05241 0.1475 53 416: 24%|##3 | 12/51 [00:01<00:02, 13.43it/s]
54/99 0.457G 0.04424 0.05081 0.05241 0.1475 53 416: 27%|##7 | 14/51 [00:01<00:02, 13.21it/s]
54/99 0.457G 0.04416 0.04859 0.05228 0.145 15 416: 27%|##7 | 14/51 [00:01<00:02, 13.21it/s]
54/99 0.457G 0.0444 0.04892 0.05208 0.1454 57 416: 27%|##7 | 14/51 [00:01<00:02, 13.21it/s]
54/99 0.457G 0.0444 0.04892 0.05208 0.1454 57 416: 31%|###1 | 16/51 [00:01<00:02, 12.65it/s]
54/99 0.457G 0.04441 0.05047 0.05205 0.1469 90 416: 31%|###1 | 16/51 [00:01<00:02, 12.65it/s]
54/99 0.457G 0.04459 0.04947 0.05219 0.1463 35 416: 31%|###1 | 16/51 [00:01<00:02, 12.65it/s]
54/99 0.457G 0.04459 0.04947 0.05219 0.1463 35 416: 35%|###5 | 18/51 [00:01<00:02, 13.09it/s]
54/99 0.457G 0.04493 0.0487 0.05241 0.146 59 416: 35%|###5 | 18/51 [00:01<00:02, 13.09it/s]
54/99 0.457G 0.04505 0.04851 0.05238 0.1459 57 416: 35%|###5 | 18/51 [00:01<00:02, 13.09it/s]
54/99 0.457G 0.04505 0.04851 0.05238 0.1459 57 416: 39%|###9 | 20/51 [00:01<00:02, 12.79it/s]
54/99 0.457G 0.04452 0.04817 0.0517 0.1444 70 416: 39%|###9 | 20/51 [00:01<00:02, 12.79it/s]
54/99 0.457G 0.0447 0.04768 0.05192 0.1443 46 416: 39%|###9 | 20/51 [00:01<00:02, 12.79it/s]
54/99 0.457G 0.0447 0.04768 0.05192 0.1443 46 416: 43%|####3 | 22/51 [00:01<00:02, 13.16it/s]
54/99 0.457G 0.04485 0.04658 0.05199 0.1434 23 416: 43%|####3 | 22/51 [00:01<00:02, 13.16it/s]
54/99 0.457G 0.04484 0.04675 0.05201 0.1436 62 416: 43%|####3 | 22/51 [00:01<00:02, 13.16it/s]
54/99 0.457G 0.04484 0.04675 0.05201 0.1436 62 416: 47%|####7 | 24/51 [00:01<00:02, 13.41it/s]
54/99 0.457G 0.04484 0.04677 0.05195 0.1436 48 416: 47%|####7 | 24/51 [00:01<00:02, 13.41it/s]
54/99 0.457G 0.04502 0.04699 0.05192 0.1439 58 416: 47%|####7 | 24/51 [00:01<00:02, 13.41it/s]
54/99 0.457G 0.04502 0.04699 0.05192 0.1439 58 416: 51%|##### | 26/51 [00:01<00:01, 13.44it/s]
54/99 0.457G 0.04508 0.04667 0.05201 0.1438 50 416: 51%|##### | 26/51 [00:02<00:01, 13.44it/s]
54/99 0.457G 0.04508 0.04612 0.05207 0.1433 28 416: 51%|##### | 26/51 [00:02<00:01, 13.44it/s]
54/99 0.457G 0.04508 0.04612 0.05207 0.1433 28 416: 55%|#####4 | 28/51 [00:02<00:01, 13.33it/s]
54/99 0.457G 0.04541 0.04742 0.05223 0.1451 141 416: 55%|#####4 | 28/51 [00:02<00:01, 13.33it/s]
54/99 0.457G 0.04542 0.04784 0.05216 0.1454 67 416: 55%|#####4 | 28/51 [00:02<00:01, 13.33it/s]
54/99 0.457G 0.04542 0.04784 0.05216 0.1454 67 416: 59%|#####8 | 30/51 [00:02<00:01, 13.45it/s]
54/99 0.457G 0.04569 0.04892 0.05227 0.1469 129 416: 59%|#####8 | 30/51 [00:02<00:01, 13.45it/s]
54/99 0.457G 0.04555 0.04987 0.05172 0.1471 124 416: 59%|#####8 | 30/51 [00:02<00:01, 13.45it/s]
54/99 0.457G 0.04555 0.04987 0.05172 0.1471 124 416: 63%|######2 | 32/51 [00:02<00:01, 13.13it/s]
54/99 0.457G 0.04554 0.04916 0.05164 0.1463 30 416: 63%|######2 | 32/51 [00:02<00:01, 13.13it/s]
54/99 0.457G 0.04567 0.0496 0.05168 0.147 81 416: 63%|######2 | 32/51 [00:02<00:01, 13.13it/s]
54/99 0.457G 0.04567 0.0496 0.05168 0.147 81 416: 67%|######6 | 34/51 [00:02<00:01, 13.02it/s]
54/99 0.457G 0.04594 0.04897 0.05162 0.1465 34 416: 67%|######6 | 34/51 [00:02<00:01, 13.02it/s]
54/99 0.457G 0.04589 0.04994 0.05166 0.1475 116 416: 67%|######6 | 34/51 [00:02<00:01, 13.02it/s]
54/99 0.457G 0.04589 0.04994 0.05166 0.1475 116 416: 71%|####### | 36/51 [00:02<00:01, 13.34it/s]
54/99 0.457G 0.04585 0.04985 0.0518 0.1475 56 416: 71%|####### | 36/51 [00:02<00:01, 13.34it/s]
54/99 0.457G 0.04574 0.04954 0.05187 0.1471 45 416: 71%|####### | 36/51 [00:02<00:01, 13.34it/s]
54/99 0.457G 0.04574 0.04954 0.05187 0.1471 45 416: 75%|#######4 | 38/51 [00:02<00:00, 13.12it/s]
54/99 0.457G 0.0459 0.05014 0.05194 0.148 109 416: 75%|#######4 | 38/51 [00:02<00:00, 13.12it/s]
54/99 0.457G 0.04575 0.05002 0.05195 0.1477 53 416: 75%|#######4 | 38/51 [00:03<00:00, 13.12it/s]
54/99 0.457G 0.04575 0.05002 0.05195 0.1477 53 416: 78%|#######8 | 40/51 [00:03<00:00, 13.41it/s]
54/99 0.457G 0.046 0.04993 0.05196 0.1479 66 416: 78%|#######8 | 40/51 [00:03<00:00, 13.41it/s]
54/99 0.457G 0.04595 0.04966 0.05201 0.1476 44 416: 78%|#######8 | 40/51 [00:03<00:00, 13.41it/s]
54/99 0.457G 0.04595 0.04966 0.05201 0.1476 44 416: 82%|########2 | 42/51 [00:03<00:00, 13.63it/s]
54/99 0.457G 0.04595 0.05031 0.05203 0.1483 111 416: 82%|########2 | 42/51 [00:03<00:00, 13.63it/s]
54/99 0.457G 0.04624 0.05067 0.05205 0.149 121 416: 82%|########2 | 42/51 [00:03<00:00, 13.63it/s]
54/99 0.457G 0.04624 0.05067 0.05205 0.149 121 416: 86%|########6 | 44/51 [00:03<00:00, 13.78it/s]
54/99 0.457G 0.04628 0.05102 0.05197 0.1493 101 416: 86%|########6 | 44/51 [00:03<00:00, 13.78it/s]
54/99 0.457G 0.04635 0.05104 0.05163 0.149 96 416: 86%|########6 | 44/51 [00:03<00:00, 13.78it/s]
54/99 0.457G 0.04635 0.05104 0.05163 0.149 96 416: 90%|######### | 46/51 [00:03<00:00, 13.90it/s]
54/99 0.457G 0.0466 0.05133 0.05172 0.1497 107 416: 90%|######### | 46/51 [00:03<00:00, 13.90it/s]
54/99 0.457G 0.04639 0.05184 0.05174 0.15 112 416: 90%|######### | 46/51 [00:03<00:00, 13.90it/s]
54/99 0.457G 0.04639 0.05184 0.05174 0.15 112 416: 94%|#########4| 48/51 [00:03<00:00, 13.11it/s]
54/99 0.457G 0.04602 0.05146 0.05144 0.1489 52 416: 94%|#########4| 48/51 [00:03<00:00, 13.11it/s]
54/99 0.457G 0.04611 0.05173 0.05154 0.1494 77 416: 94%|#########4| 48/51 [00:03<00:00, 13.11it/s]
54/99 0.457G 0.04611 0.05173 0.05154 0.1494 77 416: 98%|#########8| 50/51 [00:03<00:00, 13.37it/s]
54/99 0.457G 0.04587 0.0509 0.05166 0.1484 1 416: 98%|#########8| 50/51 [00:03<00:00, 13.37it/s]
54/99 0.457G 0.04587 0.0509 0.05166 0.1484 1 416: 100%|##########| 51/51 [00:03<00:00, 13.40it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.55it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.14it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.90it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.44it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
55/99 0.457G 0.04671 0.04436 0.05319 0.1443 54 416: 0%| | 0/51 [00:00<?, ?it/s]
55/99 0.457G 0.05049 0.05098 0.05338 0.1549 79 416: 0%| | 0/51 [00:00<?, ?it/s]
55/99 0.457G 0.05049 0.05098 0.05338 0.1549 79 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
55/99 0.457G 0.04324 0.04766 0.04745 0.1383 65 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
55/99 0.457G 0.04174 0.04681 0.04899 0.1375 69 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
55/99 0.457G 0.04174 0.04681 0.04899 0.1375 69 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
55/99 0.457G 0.04136 0.04531 0.04982 0.1365 46 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
55/99 0.457G 0.04168 0.04152 0.0502 0.1334 28 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
55/99 0.457G 0.04168 0.04152 0.0502 0.1334 28 416: 12%|#1 | 6/51 [00:00<00:03, 13.83it/s]
55/99 0.457G 0.04318 0.04603 0.05085 0.1401 94 416: 12%|#1 | 6/51 [00:00<00:03, 13.83it/s]
55/99 0.457G 0.0422 0.04524 0.05098 0.1384 50 416: 12%|#1 | 6/51 [00:00<00:03, 13.83it/s]
55/99 0.457G 0.0422 0.04524 0.05098 0.1384 50 416: 16%|#5 | 8/51 [00:00<00:03, 13.95it/s]
55/99 0.457G 0.04201 0.04569 0.05119 0.1389 62 416: 16%|#5 | 8/51 [00:00<00:03, 13.95it/s]
55/99 0.457G 0.04225 0.04514 0.05147 0.1389 47 416: 16%|#5 | 8/51 [00:00<00:03, 13.95it/s]
55/99 0.457G 0.04225 0.04514 0.05147 0.1389 47 416: 20%|#9 | 10/51 [00:00<00:02, 14.03it/s]
55/99 0.457G 0.04254 0.04922 0.05138 0.1431 152 416: 20%|#9 | 10/51 [00:00<00:02, 14.03it/s]
55/99 0.457G 0.04253 0.04888 0.0518 0.1432 68 416: 20%|#9 | 10/51 [00:00<00:02, 14.03it/s]
55/99 0.457G 0.04253 0.04888 0.0518 0.1432 68 416: 24%|##3 | 12/51 [00:00<00:02, 13.09it/s]
55/99 0.457G 0.04226 0.05094 0.05191 0.1451 99 416: 24%|##3 | 12/51 [00:00<00:02, 13.09it/s]
55/99 0.457G 0.04221 0.05191 0.05175 0.1459 116 416: 24%|##3 | 12/51 [00:01<00:02, 13.09it/s]
55/99 0.457G 0.04221 0.05191 0.05175 0.1459 116 416: 27%|##7 | 14/51 [00:01<00:02, 12.94it/s]
55/99 0.457G 0.04168 0.05237 0.05198 0.146 77 416: 27%|##7 | 14/51 [00:01<00:02, 12.94it/s]
55/99 0.457G 0.04151 0.05136 0.05188 0.1448 52 416: 27%|##7 | 14/51 [00:01<00:02, 12.94it/s]
55/99 0.457G 0.04151 0.05136 0.05188 0.1448 52 416: 31%|###1 | 16/51 [00:01<00:02, 12.87it/s]
55/99 0.457G 0.04115 0.05035 0.05189 0.1434 50 416: 31%|###1 | 16/51 [00:01<00:02, 12.87it/s]
55/99 0.457G 0.04113 0.05113 0.05186 0.1441 64 416: 31%|###1 | 16/51 [00:01<00:02, 12.87it/s]
55/99 0.457G 0.04113 0.05113 0.05186 0.1441 64 416: 35%|###5 | 18/51 [00:01<00:02, 13.26it/s]
55/99 0.457G 0.0416 0.05192 0.05204 0.1456 100 416: 35%|###5 | 18/51 [00:01<00:02, 13.26it/s]
55/99 0.457G 0.04143 0.05218 0.05166 0.1453 88 416: 35%|###5 | 18/51 [00:01<00:02, 13.26it/s]
55/99 0.457G 0.04143 0.05218 0.05166 0.1453 88 416: 39%|###9 | 20/51 [00:01<00:02, 13.09it/s]
55/99 0.457G 0.04112 0.05168 0.05163 0.1444 56 416: 39%|###9 | 20/51 [00:01<00:02, 13.09it/s]
55/99 0.457G 0.0409 0.05025 0.05177 0.1429 22 416: 39%|###9 | 20/51 [00:01<00:02, 13.09it/s]
55/99 0.457G 0.0409 0.05025 0.05177 0.1429 22 416: 43%|####3 | 22/51 [00:01<00:02, 13.41it/s]
55/99 0.457G 0.04066 0.04947 0.05169 0.1418 41 416: 43%|####3 | 22/51 [00:01<00:02, 13.41it/s]
55/99 0.457G 0.04056 0.04866 0.05152 0.1407 41 416: 43%|####3 | 22/51 [00:01<00:02, 13.41it/s]
55/99 0.457G 0.04056 0.04866 0.05152 0.1407 41 416: 47%|####7 | 24/51 [00:01<00:01, 13.62it/s]
55/99 0.457G 0.0406 0.0496 0.05157 0.1418 111 416: 47%|####7 | 24/51 [00:01<00:01, 13.62it/s]
55/99 0.457G 0.04076 0.05009 0.05161 0.1425 111 416: 47%|####7 | 24/51 [00:01<00:01, 13.62it/s]
55/99 0.457G 0.04076 0.05009 0.05161 0.1425 111 416: 51%|##### | 26/51 [00:01<00:01, 13.35it/s]
55/99 0.457G 0.04066 0.04982 0.05164 0.1421 44 416: 51%|##### | 26/51 [00:02<00:01, 13.35it/s]
55/99 0.457G 0.04073 0.04965 0.05176 0.1421 49 416: 51%|##### | 26/51 [00:02<00:01, 13.35it/s]
55/99 0.457G 0.04073 0.04965 0.05176 0.1421 49 416: 55%|#####4 | 28/51 [00:02<00:01, 12.30it/s]
55/99 0.457G 0.04078 0.05036 0.05173 0.1429 112 416: 55%|#####4 | 28/51 [00:02<00:01, 12.30it/s]
55/99 0.457G 0.04093 0.05031 0.05179 0.143 49 416: 55%|#####4 | 28/51 [00:02<00:01, 12.30it/s]
55/99 0.457G 0.04093 0.05031 0.05179 0.143 49 416: 59%|#####8 | 30/51 [00:02<00:01, 12.80it/s]
55/99 0.457G 0.04097 0.04996 0.05185 0.1428 60 416: 59%|#####8 | 30/51 [00:02<00:01, 12.80it/s]
55/99 0.457G 0.04108 0.05069 0.05187 0.1436 85 416: 59%|#####8 | 30/51 [00:02<00:01, 12.80it/s]
55/99 0.457G 0.04108 0.05069 0.05187 0.1436 85 416: 63%|######2 | 32/51 [00:02<00:01, 12.79it/s]
55/99 0.457G 0.04108 0.05027 0.05188 0.1432 35 416: 63%|######2 | 32/51 [00:02<00:01, 12.79it/s]
55/99 0.457G 0.04102 0.05097 0.05189 0.1439 99 416: 63%|######2 | 32/51 [00:02<00:01, 12.79it/s]
55/99 0.457G 0.04102 0.05097 0.05189 0.1439 99 416: 67%|######6 | 34/51 [00:02<00:01, 13.17it/s]
55/99 0.457G 0.04093 0.05081 0.05177 0.1435 67 416: 67%|######6 | 34/51 [00:02<00:01, 13.17it/s]
55/99 0.457G 0.04103 0.05098 0.05181 0.1438 71 416: 67%|######6 | 34/51 [00:02<00:01, 13.17it/s]
55/99 0.457G 0.04103 0.05098 0.05181 0.1438 71 416: 71%|####### | 36/51 [00:02<00:01, 13.05it/s]
55/99 0.457G 0.04111 0.05126 0.05182 0.1442 79 416: 71%|####### | 36/51 [00:02<00:01, 13.05it/s]
55/99 0.457G 0.04112 0.0511 0.05182 0.144 65 416: 71%|####### | 36/51 [00:02<00:01, 13.05it/s]
55/99 0.457G 0.04112 0.0511 0.05182 0.144 65 416: 75%|#######4 | 38/51 [00:02<00:01, 12.95it/s]
55/99 0.457G 0.04102 0.05102 0.05178 0.1438 60 416: 75%|#######4 | 38/51 [00:02<00:01, 12.95it/s]
55/99 0.457G 0.04102 0.0506 0.05179 0.1434 43 416: 75%|#######4 | 38/51 [00:03<00:01, 12.95it/s]
55/99 0.457G 0.04102 0.0506 0.05179 0.1434 43 416: 78%|#######8 | 40/51 [00:03<00:00, 12.85it/s]
55/99 0.457G 0.04103 0.05094 0.05188 0.1438 109 416: 78%|#######8 | 40/51 [00:03<00:00, 12.85it/s]
55/99 0.457G 0.04102 0.05126 0.05188 0.1442 90 416: 78%|#######8 | 40/51 [00:03<00:00, 12.85it/s]
55/99 0.457G 0.04102 0.05126 0.05188 0.1442 90 416: 82%|########2 | 42/51 [00:03<00:00, 13.21it/s]
55/99 0.457G 0.04081 0.05071 0.05154 0.1431 46 416: 82%|########2 | 42/51 [00:03<00:00, 13.21it/s]
55/99 0.457G 0.04083 0.05058 0.05157 0.143 60 416: 82%|########2 | 42/51 [00:03<00:00, 13.21it/s]
55/99 0.457G 0.04083 0.05058 0.05157 0.143 60 416: 86%|########6 | 44/51 [00:03<00:00, 12.44it/s]
55/99 0.457G 0.04069 0.05025 0.05159 0.1425 40 416: 86%|########6 | 44/51 [00:03<00:00, 12.44it/s]
55/99 0.457G 0.04091 0.05032 0.05162 0.1429 70 416: 86%|########6 | 44/51 [00:03<00:00, 12.44it/s]
55/99 0.457G 0.04091 0.05032 0.05162 0.1429 70 416: 90%|######### | 46/51 [00:03<00:00, 13.01it/s]
55/99 0.457G 0.04119 0.05054 0.0513 0.143 110 416: 90%|######### | 46/51 [00:03<00:00, 13.01it/s]
55/99 0.457G 0.04151 0.05126 0.05136 0.1441 127 416: 90%|######### | 46/51 [00:03<00:00, 13.01it/s]
55/99 0.457G 0.04151 0.05126 0.05136 0.1441 127 416: 94%|#########4| 48/51 [00:03<00:00, 13.34it/s]
55/99 0.457G 0.04176 0.05079 0.05133 0.1439 30 416: 94%|#########4| 48/51 [00:03<00:00, 13.34it/s]
55/99 0.457G 0.04178 0.05031 0.05132 0.1434 30 416: 94%|#########4| 48/51 [00:03<00:00, 13.34it/s]
55/99 0.457G 0.04178 0.05031 0.05132 0.1434 30 416: 98%|#########8| 50/51 [00:03<00:00, 13.57it/s]
55/99 0.457G 0.04176 0.05169 0.0512 0.1447 40 416: 98%|#########8| 50/51 [00:03<00:00, 13.57it/s]
55/99 0.457G 0.04176 0.05169 0.0512 0.1447 40 416: 100%|##########| 51/51 [00:03<00:00, 13.17it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.33it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.30it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.00it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.82it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.44it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
56/99 0.457G 0.04268 0.01887 0.05435 0.1159 16 416: 0%| | 0/51 [00:00<?, ?it/s]
56/99 0.457G 0.04182 0.04033 0.05463 0.1368 87 416: 0%| | 0/51 [00:00<?, ?it/s]
56/99 0.457G 0.04182 0.04033 0.05463 0.1368 87 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
56/99 0.457G 0.04037 0.03645 0.05329 0.1301 32 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
56/99 0.457G 0.03996 0.03174 0.05305 0.1247 14 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
56/99 0.457G 0.03996 0.03174 0.05305 0.1247 14 416: 8%|7 | 4/51 [00:00<00:03, 13.03it/s]
56/99 0.457G 0.0411 0.03208 0.05238 0.1256 45 416: 8%|7 | 4/51 [00:00<00:03, 13.03it/s]
56/99 0.457G 0.03991 0.03289 0.05306 0.1259 41 416: 8%|7 | 4/51 [00:00<00:03, 13.03it/s]
56/99 0.457G 0.03991 0.03289 0.05306 0.1259 41 416: 12%|#1 | 6/51 [00:00<00:03, 13.23it/s]
56/99 0.457G 0.04103 0.03262 0.0522 0.1258 40 416: 12%|#1 | 6/51 [00:00<00:03, 13.23it/s]
56/99 0.457G 0.04058 0.03746 0.052 0.13 75 416: 12%|#1 | 6/51 [00:00<00:03, 13.23it/s]
56/99 0.457G 0.04058 0.03746 0.052 0.13 75 416: 16%|#5 | 8/51 [00:00<00:03, 13.59it/s]
56/99 0.457G 0.03994 0.03659 0.05134 0.1279 40 416: 16%|#5 | 8/51 [00:00<00:03, 13.59it/s]
56/99 0.457G 0.0395 0.03769 0.05118 0.1284 61 416: 16%|#5 | 8/51 [00:00<00:03, 13.59it/s]
56/99 0.457G 0.0395 0.03769 0.05118 0.1284 61 416: 20%|#9 | 10/51 [00:00<00:03, 12.79it/s]
56/99 0.457G 0.03951 0.03959 0.05115 0.1303 87 416: 20%|#9 | 10/51 [00:00<00:03, 12.79it/s]
56/99 0.457G 0.04013 0.03767 0.05159 0.1294 18 416: 20%|#9 | 10/51 [00:00<00:03, 12.79it/s]
56/99 0.457G 0.04013 0.03767 0.05159 0.1294 18 416: 24%|##3 | 12/51 [00:00<00:03, 12.35it/s]
56/99 0.457G 0.03947 0.03878 0.05175 0.13 62 416: 24%|##3 | 12/51 [00:01<00:03, 12.35it/s]
56/99 0.457G 0.04003 0.03809 0.05208 0.1302 30 416: 24%|##3 | 12/51 [00:01<00:03, 12.35it/s]
56/99 0.457G 0.04003 0.03809 0.05208 0.1302 30 416: 27%|##7 | 14/51 [00:01<00:02, 12.90it/s]
56/99 0.457G 0.04022 0.03782 0.05239 0.1304 34 416: 27%|##7 | 14/51 [00:01<00:02, 12.90it/s]
56/99 0.457G 0.04035 0.0405 0.0525 0.1334 114 416: 27%|##7 | 14/51 [00:01<00:02, 12.90it/s]
56/99 0.457G 0.04035 0.0405 0.0525 0.1334 114 416: 31%|###1 | 16/51 [00:01<00:02, 13.24it/s]
56/99 0.457G 0.04068 0.04242 0.05236 0.1355 114 416: 31%|###1 | 16/51 [00:01<00:02, 13.24it/s]
56/99 0.457G 0.04099 0.04365 0.05256 0.1372 99 416: 31%|###1 | 16/51 [00:01<00:02, 13.24it/s]
56/99 0.457G 0.04099 0.04365 0.05256 0.1372 99 416: 35%|###5 | 18/51 [00:01<00:02, 13.09it/s]
56/99 0.457G 0.0412 0.04495 0.05272 0.1389 100 416: 35%|###5 | 18/51 [00:01<00:02, 13.09it/s]
56/99 0.457G 0.04059 0.04462 0.05183 0.137 52 416: 35%|###5 | 18/51 [00:01<00:02, 13.09it/s]
56/99 0.457G 0.04059 0.04462 0.05183 0.137 52 416: 39%|###9 | 20/51 [00:01<00:02, 13.39it/s]
56/99 0.457G 0.04016 0.04445 0.05167 0.1363 56 416: 39%|###9 | 20/51 [00:01<00:02, 13.39it/s]
56/99 0.457G 0.03996 0.04552 0.05089 0.1364 107 416: 39%|###9 | 20/51 [00:01<00:02, 13.39it/s]
56/99 0.457G 0.03996 0.04552 0.05089 0.1364 107 416: 43%|####3 | 22/51 [00:01<00:02, 13.63it/s]
56/99 0.457G 0.03995 0.04682 0.05087 0.1376 101 416: 43%|####3 | 22/51 [00:01<00:02, 13.63it/s]
56/99 0.457G 0.03995 0.04668 0.05097 0.1376 59 416: 43%|####3 | 22/51 [00:01<00:02, 13.63it/s]
56/99 0.457G 0.03995 0.04668 0.05097 0.1376 59 416: 47%|####7 | 24/51 [00:01<00:01, 13.68it/s]
56/99 0.457G 0.03982 0.04616 0.05103 0.137 38 416: 47%|####7 | 24/51 [00:01<00:01, 13.68it/s]
56/99 0.457G 0.03946 0.04596 0.05044 0.1359 73 416: 47%|####7 | 24/51 [00:01<00:01, 13.68it/s]
56/99 0.457G 0.03946 0.04596 0.05044 0.1359 73 416: 51%|##### | 26/51 [00:01<00:01, 13.07it/s]
56/99 0.457G 0.03989 0.04683 0.05063 0.1374 103 416: 51%|##### | 26/51 [00:02<00:01, 13.07it/s]
56/99 0.457G 0.04002 0.04741 0.05066 0.1381 84 416: 51%|##### | 26/51 [00:02<00:01, 13.07it/s]
56/99 0.457G 0.04002 0.04741 0.05066 0.1381 84 416: 55%|#####4 | 28/51 [00:02<00:01, 13.38it/s]
56/99 0.457G 0.04012 0.04672 0.05057 0.1374 42 416: 55%|#####4 | 28/51 [00:02<00:01, 13.38it/s]
56/99 0.457G 0.03996 0.04751 0.05072 0.1382 122 416: 55%|#####4 | 28/51 [00:02<00:01, 13.38it/s]
56/99 0.457G 0.03996 0.04751 0.05072 0.1382 122 416: 59%|#####8 | 30/51 [00:02<00:01, 13.57it/s]
56/99 0.457G 0.04028 0.04821 0.05074 0.1392 80 416: 59%|#####8 | 30/51 [00:02<00:01, 13.57it/s]
56/99 0.457G 0.04044 0.04849 0.05083 0.1398 81 416: 59%|#####8 | 30/51 [00:02<00:01, 13.57it/s]
56/99 0.457G 0.04044 0.04849 0.05083 0.1398 81 416: 63%|######2 | 32/51 [00:02<00:01, 13.31it/s]
56/99 0.457G 0.04026 0.0481 0.05068 0.139 45 416: 63%|######2 | 32/51 [00:02<00:01, 13.31it/s]
56/99 0.457G 0.04051 0.04818 0.05073 0.1394 49 416: 63%|######2 | 32/51 [00:02<00:01, 13.31it/s]
56/99 0.457G 0.04051 0.04818 0.05073 0.1394 49 416: 67%|######6 | 34/51 [00:02<00:01, 13.56it/s]
56/99 0.457G 0.04067 0.04765 0.05071 0.139 29 416: 67%|######6 | 34/51 [00:02<00:01, 13.56it/s]
56/99 0.457G 0.04079 0.04794 0.05076 0.1395 77 416: 67%|######6 | 34/51 [00:02<00:01, 13.56it/s]
56/99 0.457G 0.04079 0.04794 0.05076 0.1395 77 416: 71%|####### | 36/51 [00:02<00:01, 13.46it/s]
56/99 0.457G 0.04089 0.04803 0.05079 0.1397 65 416: 71%|####### | 36/51 [00:02<00:01, 13.46it/s]
56/99 0.457G 0.04088 0.04809 0.05081 0.1398 67 416: 71%|####### | 36/51 [00:02<00:01, 13.46it/s]
56/99 0.457G 0.04088 0.04809 0.05081 0.1398 67 416: 75%|#######4 | 38/51 [00:02<00:00, 13.51it/s]
56/99 0.457G 0.0411 0.04846 0.05093 0.1405 87 416: 75%|#######4 | 38/51 [00:02<00:00, 13.51it/s]
56/99 0.457G 0.04105 0.04781 0.051 0.1399 27 416: 75%|#######4 | 38/51 [00:03<00:00, 13.51it/s]
56/99 0.457G 0.04105 0.04781 0.051 0.1399 27 416: 78%|#######8 | 40/51 [00:03<00:00, 13.36it/s]
56/99 0.457G 0.04125 0.04863 0.0511 0.141 114 416: 78%|#######8 | 40/51 [00:03<00:00, 13.36it/s]
56/99 0.457G 0.04159 0.04894 0.05093 0.1415 96 416: 78%|#######8 | 40/51 [00:03<00:00, 13.36it/s]
56/99 0.457G 0.04159 0.04894 0.05093 0.1415 96 416: 82%|########2 | 42/51 [00:03<00:00, 12.70it/s]
56/99 0.457G 0.04185 0.0483 0.05112 0.1413 27 416: 82%|########2 | 42/51 [00:03<00:00, 12.70it/s]
56/99 0.457G 0.04192 0.04862 0.05108 0.1416 97 416: 82%|########2 | 42/51 [00:03<00:00, 12.70it/s]
56/99 0.457G 0.04192 0.04862 0.05108 0.1416 97 416: 86%|########6 | 44/51 [00:03<00:00, 13.07it/s]
56/99 0.457G 0.04171 0.04919 0.05071 0.1416 121 416: 86%|########6 | 44/51 [00:03<00:00, 13.07it/s]
56/99 0.457G 0.04195 0.0493 0.0507 0.1419 83 416: 86%|########6 | 44/51 [00:03<00:00, 13.07it/s]
56/99 0.457G 0.04195 0.0493 0.0507 0.1419 83 416: 90%|######### | 46/51 [00:03<00:00, 13.38it/s]
56/99 0.457G 0.04218 0.04974 0.05071 0.1426 106 416: 90%|######### | 46/51 [00:03<00:00, 13.38it/s]
56/99 0.457G 0.04204 0.04946 0.05072 0.1422 39 416: 90%|######### | 46/51 [00:03<00:00, 13.38it/s]
56/99 0.457G 0.04204 0.04946 0.05072 0.1422 39 416: 94%|#########4| 48/51 [00:03<00:00, 13.60it/s]
56/99 0.457G 0.04194 0.04935 0.05078 0.1421 53 416: 94%|#########4| 48/51 [00:03<00:00, 13.60it/s]
56/99 0.457G 0.04216 0.04926 0.05081 0.1422 65 416: 94%|#########4| 48/51 [00:03<00:00, 13.60it/s]
56/99 0.457G 0.04216 0.04926 0.05081 0.1422 65 416: 98%|#########8| 50/51 [00:03<00:00, 13.34it/s]
56/99 0.457G 0.04235 0.04904 0.05106 0.1424 9 416: 98%|#########8| 50/51 [00:03<00:00, 13.34it/s]
56/99 0.457G 0.04235 0.04904 0.05106 0.1424 9 416: 100%|##########| 51/51 [00:03<00:00, 13.31it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 12.39it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.87it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.22it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.70it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
57/99 0.457G 0.05184 0.04118 0.05473 0.1478 55 416: 0%| | 0/51 [00:00<?, ?it/s]
57/99 0.457G 0.04453 0.07446 0.04399 0.163 176 416: 0%| | 0/51 [00:00<?, ?it/s]
57/99 0.457G 0.04453 0.07446 0.04399 0.163 176 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
57/99 0.457G 0.0456 0.0636 0.04716 0.1564 57 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
57/99 0.457G 0.0458 0.05895 0.04649 0.1512 63 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
57/99 0.457G 0.0458 0.05895 0.04649 0.1512 63 416: 8%|7 | 4/51 [00:00<00:03, 13.92it/s]
57/99 0.457G 0.04628 0.06026 0.04775 0.1543 96 416: 8%|7 | 4/51 [00:00<00:03, 13.92it/s]
57/99 0.457G 0.04599 0.05783 0.04858 0.1524 62 416: 8%|7 | 4/51 [00:00<00:03, 13.92it/s]
57/99 0.457G 0.04599 0.05783 0.04858 0.1524 62 416: 12%|#1 | 6/51 [00:00<00:03, 12.92it/s]
57/99 0.457G 0.04514 0.05775 0.048 0.1509 82 416: 12%|#1 | 6/51 [00:00<00:03, 12.92it/s]
57/99 0.457G 0.04411 0.06044 0.04855 0.1531 92 416: 12%|#1 | 6/51 [00:00<00:03, 12.92it/s]
57/99 0.457G 0.04411 0.06044 0.04855 0.1531 92 416: 16%|#5 | 8/51 [00:00<00:03, 12.77it/s]
57/99 0.457G 0.04425 0.0587 0.0492 0.1521 57 416: 16%|#5 | 8/51 [00:00<00:03, 12.77it/s]
57/99 0.457G 0.04426 0.05378 0.05083 0.1489 8 416: 16%|#5 | 8/51 [00:00<00:03, 12.77it/s]
57/99 0.457G 0.04426 0.05378 0.05083 0.1489 8 416: 20%|#9 | 10/51 [00:00<00:03, 13.24it/s]
57/99 0.457G 0.04457 0.05397 0.05115 0.1497 83 416: 20%|#9 | 10/51 [00:00<00:03, 13.24it/s]
57/99 0.457G 0.04386 0.052 0.05124 0.1471 33 416: 20%|#9 | 10/51 [00:00<00:03, 13.24it/s]
57/99 0.457G 0.04386 0.052 0.05124 0.1471 33 416: 24%|##3 | 12/51 [00:00<00:02, 13.07it/s]
57/99 0.457G 0.04354 0.0524 0.05145 0.1474 86 416: 24%|##3 | 12/51 [00:00<00:02, 13.07it/s]
57/99 0.457G 0.04365 0.05296 0.05146 0.1481 66 416: 24%|##3 | 12/51 [00:01<00:02, 13.07it/s]
57/99 0.457G 0.04365 0.05296 0.05146 0.1481 66 416: 27%|##7 | 14/51 [00:01<00:02, 13.41it/s]
57/99 0.457G 0.04348 0.05244 0.05159 0.1475 68 416: 27%|##7 | 14/51 [00:01<00:02, 13.41it/s]
57/99 0.457G 0.04322 0.05165 0.05186 0.1467 43 416: 27%|##7 | 14/51 [00:01<00:02, 13.41it/s]
57/99 0.457G 0.04322 0.05165 0.05186 0.1467 43 416: 31%|###1 | 16/51 [00:01<00:02, 13.64it/s]
57/99 0.457G 0.04369 0.05463 0.05168 0.15 178 416: 31%|###1 | 16/51 [00:01<00:02, 13.64it/s]
57/99 0.457G 0.04316 0.05379 0.05173 0.1487 45 416: 31%|###1 | 16/51 [00:01<00:02, 13.64it/s]
57/99 0.457G 0.04316 0.05379 0.05173 0.1487 45 416: 35%|###5 | 18/51 [00:01<00:02, 13.82it/s]
57/99 0.457G 0.04395 0.05367 0.05206 0.1497 89 416: 35%|###5 | 18/51 [00:01<00:02, 13.82it/s]
57/99 0.457G 0.04392 0.05451 0.05199 0.1504 110 416: 35%|###5 | 18/51 [00:01<00:02, 13.82it/s]
57/99 0.457G 0.04392 0.05451 0.05199 0.1504 110 416: 39%|###9 | 20/51 [00:01<00:02, 13.43it/s]
57/99 0.457G 0.04372 0.05327 0.05187 0.1489 44 416: 39%|###9 | 20/51 [00:01<00:02, 13.43it/s]
57/99 0.457G 0.0432 0.0516 0.05108 0.1459 20 416: 39%|###9 | 20/51 [00:01<00:02, 13.43it/s]
57/99 0.457G 0.0432 0.0516 0.05108 0.1459 20 416: 43%|####3 | 22/51 [00:01<00:02, 13.19it/s]
57/99 0.457G 0.04269 0.05228 0.05033 0.1453 116 416: 43%|####3 | 22/51 [00:01<00:02, 13.19it/s]
57/99 0.457G 0.04291 0.05309 0.0504 0.1464 85 416: 43%|####3 | 22/51 [00:01<00:02, 13.19it/s]
57/99 0.457G 0.04291 0.05309 0.0504 0.1464 85 416: 47%|####7 | 24/51 [00:01<00:02, 13.47it/s]
57/99 0.457G 0.04269 0.05336 0.05036 0.1464 109 416: 47%|####7 | 24/51 [00:01<00:02, 13.47it/s]
57/99 0.457G 0.04266 0.05372 0.05036 0.1467 82 416: 47%|####7 | 24/51 [00:01<00:02, 13.47it/s]
57/99 0.457G 0.04266 0.05372 0.05036 0.1467 82 416: 51%|##### | 26/51 [00:01<00:01, 13.25it/s]
57/99 0.457G 0.04264 0.05348 0.0504 0.1465 56 416: 51%|##### | 26/51 [00:02<00:01, 13.25it/s]
57/99 0.457G 0.04281 0.05232 0.05019 0.1453 36 416: 51%|##### | 26/51 [00:02<00:01, 13.25it/s]
57/99 0.457G 0.04281 0.05232 0.05019 0.1453 36 416: 55%|#####4 | 28/51 [00:02<00:01, 13.51it/s]
57/99 0.457G 0.04267 0.05174 0.05007 0.1445 57 416: 55%|#####4 | 28/51 [00:02<00:01, 13.51it/s]
57/99 0.457G 0.04247 0.05126 0.05 0.1437 48 416: 55%|#####4 | 28/51 [00:02<00:01, 13.51it/s]
57/99 0.457G 0.04247 0.05126 0.05 0.1437 48 416: 59%|#####8 | 30/51 [00:02<00:01, 13.27it/s]
57/99 0.457G 0.04232 0.05064 0.04992 0.1429 41 416: 59%|#####8 | 30/51 [00:02<00:01, 13.27it/s]
57/99 0.457G 0.04235 0.05102 0.04996 0.1433 83 416: 59%|#####8 | 30/51 [00:02<00:01, 13.27it/s]
57/99 0.457G 0.04235 0.05102 0.04996 0.1433 83 416: 63%|######2 | 32/51 [00:02<00:01, 13.48it/s]
57/99 0.457G 0.04229 0.05069 0.04995 0.1429 53 416: 63%|######2 | 32/51 [00:02<00:01, 13.48it/s]
57/99 0.457G 0.04229 0.05068 0.04987 0.1428 84 416: 63%|######2 | 32/51 [00:02<00:01, 13.48it/s]
57/99 0.457G 0.04229 0.05068 0.04987 0.1428 84 416: 67%|######6 | 34/51 [00:02<00:01, 13.26it/s]
57/99 0.457G 0.04231 0.04969 0.0501 0.1421 19 416: 67%|######6 | 34/51 [00:02<00:01, 13.26it/s]
57/99 0.457G 0.04231 0.05053 0.05012 0.143 87 416: 67%|######6 | 34/51 [00:02<00:01, 13.26it/s]
57/99 0.457G 0.04231 0.05053 0.05012 0.143 87 416: 71%|####### | 36/51 [00:02<00:01, 13.46it/s]
57/99 0.457G 0.0425 0.05182 0.05026 0.1446 153 416: 71%|####### | 36/51 [00:02<00:01, 13.46it/s]
57/99 0.457G 0.04247 0.05214 0.0503 0.1449 90 416: 71%|####### | 36/51 [00:02<00:01, 13.46it/s]
57/99 0.457G 0.04247 0.05214 0.0503 0.1449 90 416: 75%|#######4 | 38/51 [00:02<00:01, 12.88it/s]
57/99 0.457G 0.04268 0.05301 0.0504 0.1461 131 416: 75%|#######4 | 38/51 [00:02<00:01, 12.88it/s]
57/99 0.457G 0.04253 0.05246 0.05034 0.1453 41 416: 75%|#######4 | 38/51 [00:03<00:01, 12.88it/s]
57/99 0.457G 0.04253 0.05246 0.05034 0.1453 41 416: 78%|#######8 | 40/51 [00:03<00:00, 12.84it/s]
57/99 0.457G 0.04277 0.05313 0.05025 0.1462 128 416: 78%|#######8 | 40/51 [00:03<00:00, 12.84it/s]
57/99 0.457G 0.04287 0.05265 0.05035 0.1459 41 416: 78%|#######8 | 40/51 [00:03<00:00, 12.84it/s]
57/99 0.457G 0.04287 0.05265 0.05035 0.1459 41 416: 82%|########2 | 42/51 [00:03<00:00, 12.82it/s]
57/99 0.457G 0.04283 0.0532 0.05046 0.1465 92 416: 82%|########2 | 42/51 [00:03<00:00, 12.82it/s]
57/99 0.457G 0.04286 0.05351 0.05051 0.1469 101 416: 82%|########2 | 42/51 [00:03<00:00, 12.82it/s]
57/99 0.457G 0.04286 0.05351 0.05051 0.1469 101 416: 86%|########6 | 44/51 [00:03<00:00, 13.19it/s]
57/99 0.457G 0.04286 0.05325 0.05057 0.1467 52 416: 86%|########6 | 44/51 [00:03<00:00, 13.19it/s]
57/99 0.457G 0.04313 0.05338 0.05056 0.1471 83 416: 86%|########6 | 44/51 [00:03<00:00, 13.19it/s]
57/99 0.457G 0.04313 0.05338 0.05056 0.1471 83 416: 90%|######### | 46/51 [00:03<00:00, 13.06it/s]
57/99 0.457G 0.04332 0.05326 0.05061 0.1472 68 416: 90%|######### | 46/51 [00:03<00:00, 13.06it/s]
57/99 0.457G 0.04323 0.05301 0.0507 0.1469 39 416: 90%|######### | 46/51 [00:03<00:00, 13.06it/s]
57/99 0.457G 0.04323 0.05301 0.0507 0.1469 39 416: 94%|#########4| 48/51 [00:03<00:00, 13.31it/s]
57/99 0.457G 0.04327 0.053 0.05072 0.147 71 416: 94%|#########4| 48/51 [00:03<00:00, 13.31it/s]
57/99 0.457G 0.04327 0.05225 0.05061 0.1461 13 416: 94%|#########4| 48/51 [00:03<00:00, 13.31it/s]
57/99 0.457G 0.04327 0.05225 0.05061 0.1461 13 416: 98%|#########8| 50/51 [00:03<00:00, 13.58it/s]
57/99 0.457G 0.0433 0.0527 0.05061 0.1466 23 416: 98%|#########8| 50/51 [00:03<00:00, 13.58it/s]
57/99 0.457G 0.0433 0.0527 0.05061 0.1466 23 416: 100%|##########| 51/51 [00:03<00:00, 13.35it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 8.60it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 25%|##5 | 2/8 [00:00<00:00, 9.07it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 10.13it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 10.77it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.86it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.60it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
58/99 0.457G 0.0435 0.0321 0.05193 0.1275 34 416: 0%| | 0/51 [00:00<?, ?it/s]
58/99 0.457G 0.04584 0.04618 0.05298 0.145 84 416: 0%| | 0/51 [00:00<?, ?it/s]
58/99 0.457G 0.04584 0.04618 0.05298 0.145 84 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
58/99 0.457G 0.04766 0.04681 0.05291 0.1474 62 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
58/99 0.457G 0.04469 0.04275 0.04893 0.1364 42 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
58/99 0.457G 0.04469 0.04275 0.04893 0.1364 42 416: 8%|7 | 4/51 [00:00<00:03, 12.53it/s]
58/99 0.457G 0.04597 0.05226 0.04955 0.1478 130 416: 8%|7 | 4/51 [00:00<00:03, 12.53it/s]
58/99 0.457G 0.04652 0.0505 0.04916 0.1462 57 416: 8%|7 | 4/51 [00:00<00:03, 12.53it/s]
58/99 0.457G 0.04652 0.0505 0.04916 0.1462 57 416: 12%|#1 | 6/51 [00:00<00:03, 13.23it/s]
58/99 0.457G 0.04606 0.05084 0.04948 0.1464 56 416: 12%|#1 | 6/51 [00:00<00:03, 13.23it/s]
58/99 0.457G 0.04772 0.05011 0.04947 0.1473 61 416: 12%|#1 | 6/51 [00:00<00:03, 13.23it/s]
58/99 0.457G 0.04772 0.05011 0.04947 0.1473 61 416: 16%|#5 | 8/51 [00:00<00:03, 13.58it/s]
58/99 0.457G 0.04716 0.04679 0.04993 0.1439 20 416: 16%|#5 | 8/51 [00:00<00:03, 13.58it/s]
58/99 0.457G 0.04684 0.044 0.04853 0.1394 20 416: 16%|#5 | 8/51 [00:00<00:03, 13.58it/s]
58/99 0.457G 0.04684 0.044 0.04853 0.1394 20 416: 20%|#9 | 10/51 [00:00<00:02, 13.73it/s]
58/99 0.457G 0.0474 0.04518 0.04894 0.1415 75 416: 20%|#9 | 10/51 [00:00<00:02, 13.73it/s]
58/99 0.457G 0.04797 0.04623 0.04923 0.1434 80 416: 20%|#9 | 10/51 [00:00<00:02, 13.73it/s]
58/99 0.457G 0.04797 0.04623 0.04923 0.1434 80 416: 24%|##3 | 12/51 [00:00<00:02, 13.61it/s]
58/99 0.457G 0.04741 0.04587 0.04969 0.143 55 416: 24%|##3 | 12/51 [00:00<00:02, 13.61it/s]
58/99 0.457G 0.04774 0.04567 0.04986 0.1433 54 416: 24%|##3 | 12/51 [00:01<00:02, 13.61it/s]
58/99 0.457G 0.04774 0.04567 0.04986 0.1433 54 416: 27%|##7 | 14/51 [00:01<00:02, 14.05it/s]
58/99 0.457G 0.04709 0.047 0.05001 0.1441 78 416: 27%|##7 | 14/51 [00:01<00:02, 14.05it/s]
58/99 0.457G 0.04722 0.04583 0.05042 0.1435 33 416: 27%|##7 | 14/51 [00:01<00:02, 14.05it/s]
58/99 0.457G 0.04722 0.04583 0.05042 0.1435 33 416: 31%|###1 | 16/51 [00:01<00:02, 13.61it/s]
58/99 0.457G 0.04699 0.0466 0.05063 0.1442 74 416: 31%|###1 | 16/51 [00:01<00:02, 13.61it/s]
58/99 0.457G 0.04672 0.04702 0.05085 0.1446 70 416: 31%|###1 | 16/51 [00:01<00:02, 13.61it/s]
58/99 0.457G 0.04672 0.04702 0.05085 0.1446 70 416: 35%|###5 | 18/51 [00:01<00:02, 13.78it/s]
58/99 0.457G 0.04651 0.04697 0.05009 0.1436 80 416: 35%|###5 | 18/51 [00:01<00:02, 13.78it/s]
58/99 0.457G 0.0463 0.04754 0.05022 0.1441 73 416: 35%|###5 | 18/51 [00:01<00:02, 13.78it/s]
58/99 0.457G 0.0463 0.04754 0.05022 0.1441 73 416: 39%|###9 | 20/51 [00:01<00:02, 13.02it/s]
58/99 0.457G 0.04601 0.04737 0.05017 0.1436 44 416: 39%|###9 | 20/51 [00:01<00:02, 13.02it/s]
58/99 0.457G 0.04559 0.04779 0.05017 0.1436 77 416: 39%|###9 | 20/51 [00:01<00:02, 13.02it/s]
58/99 0.457G 0.04559 0.04779 0.05017 0.1436 77 416: 43%|####3 | 22/51 [00:01<00:02, 13.35it/s]
58/99 0.457G 0.04504 0.04704 0.05026 0.1423 39 416: 43%|####3 | 22/51 [00:01<00:02, 13.35it/s]
58/99 0.457G 0.0448 0.0477 0.0504 0.1429 78 416: 43%|####3 | 22/51 [00:01<00:02, 13.35it/s]
58/99 0.457G 0.0448 0.0477 0.0504 0.1429 78 416: 47%|####7 | 24/51 [00:01<00:02, 13.12it/s]
58/99 0.457G 0.04458 0.04627 0.05104 0.1419 15 416: 47%|####7 | 24/51 [00:01<00:02, 13.12it/s]
58/99 0.457G 0.04435 0.04754 0.05106 0.1429 108 416: 47%|####7 | 24/51 [00:01<00:02, 13.12it/s]
58/99 0.457G 0.04435 0.04754 0.05106 0.1429 108 416: 51%|##### | 26/51 [00:01<00:01, 13.42it/s]
58/99 0.457G 0.04432 0.04841 0.05112 0.1438 98 416: 51%|##### | 26/51 [00:02<00:01, 13.42it/s]
58/99 0.457G 0.04408 0.04938 0.05109 0.1446 115 416: 51%|##### | 26/51 [00:02<00:01, 13.42it/s]
58/99 0.457G 0.04408 0.04938 0.05109 0.1446 115 416: 55%|#####4 | 28/51 [00:02<00:01, 13.64it/s]
58/99 0.457G 0.04413 0.05 0.051 0.1451 117 416: 55%|#####4 | 28/51 [00:02<00:01, 13.64it/s]
58/99 0.457G 0.04412 0.05008 0.05101 0.1452 71 416: 55%|#####4 | 28/51 [00:02<00:01, 13.64it/s]
58/99 0.457G 0.04412 0.05008 0.05101 0.1452 71 416: 59%|#####8 | 30/51 [00:02<00:01, 13.36it/s]
58/99 0.457G 0.04415 0.05065 0.05113 0.1459 97 416: 59%|#####8 | 30/51 [00:02<00:01, 13.36it/s]
58/99 0.457G 0.04394 0.05018 0.05101 0.1451 51 416: 59%|#####8 | 30/51 [00:02<00:01, 13.36it/s]
58/99 0.457G 0.04394 0.05018 0.05101 0.1451 51 416: 63%|######2 | 32/51 [00:02<00:01, 13.07it/s]
58/99 0.457G 0.04397 0.04977 0.05096 0.1447 40 416: 63%|######2 | 32/51 [00:02<00:01, 13.07it/s]
58/99 0.457G 0.04411 0.04969 0.05102 0.1448 67 416: 63%|######2 | 32/51 [00:02<00:01, 13.07it/s]
58/99 0.457G 0.04411 0.04969 0.05102 0.1448 67 416: 67%|######6 | 34/51 [00:02<00:01, 13.07it/s]
58/99 0.457G 0.04391 0.0486 0.05099 0.1435 14 416: 67%|######6 | 34/51 [00:02<00:01, 13.07it/s]
58/99 0.457G 0.04372 0.04873 0.05104 0.1435 62 416: 67%|######6 | 34/51 [00:02<00:01, 13.07it/s]
58/99 0.457G 0.04372 0.04873 0.05104 0.1435 62 416: 71%|####### | 36/51 [00:02<00:01, 12.56it/s]
58/99 0.457G 0.04342 0.0485 0.051 0.1429 56 416: 71%|####### | 36/51 [00:02<00:01, 12.56it/s]
58/99 0.457G 0.04343 0.04859 0.05108 0.1431 74 416: 71%|####### | 36/51 [00:02<00:01, 12.56it/s]
58/99 0.457G 0.04343 0.04859 0.05108 0.1431 74 416: 75%|#######4 | 38/51 [00:02<00:00, 13.01it/s]
58/99 0.457G 0.04319 0.04857 0.05101 0.1428 67 416: 75%|#######4 | 38/51 [00:02<00:00, 13.01it/s]
58/99 0.457G 0.0428 0.04825 0.05103 0.1421 34 416: 75%|#######4 | 38/51 [00:03<00:00, 13.01it/s]
58/99 0.457G 0.0428 0.04825 0.05103 0.1421 34 416: 78%|#######8 | 40/51 [00:03<00:00, 13.33it/s]
58/99 0.457G 0.04275 0.04897 0.0511 0.1428 107 416: 78%|#######8 | 40/51 [00:03<00:00, 13.33it/s]
58/99 0.457G 0.04285 0.0486 0.0511 0.1426 29 416: 78%|#######8 | 40/51 [00:03<00:00, 13.33it/s]
58/99 0.457G 0.04285 0.0486 0.0511 0.1426 29 416: 82%|########2 | 42/51 [00:03<00:00, 13.15it/s]
58/99 0.457G 0.04273 0.04881 0.05114 0.1427 78 416: 82%|########2 | 42/51 [00:03<00:00, 13.15it/s]
58/99 0.457G 0.04268 0.04955 0.05115 0.1434 109 416: 82%|########2 | 42/51 [00:03<00:00, 13.15it/s]
58/99 0.457G 0.04268 0.04955 0.05115 0.1434 109 416: 86%|########6 | 44/51 [00:03<00:00, 13.24it/s]
58/99 0.457G 0.04248 0.04931 0.05115 0.1429 53 416: 86%|########6 | 44/51 [00:03<00:00, 13.24it/s]
58/99 0.457G 0.04255 0.04925 0.05119 0.143 62 416: 86%|########6 | 44/51 [00:03<00:00, 13.24it/s]
58/99 0.457G 0.04255 0.04925 0.05119 0.143 62 416: 90%|######### | 46/51 [00:03<00:00, 13.30it/s]
58/99 0.457G 0.04253 0.04941 0.05118 0.1431 81 416: 90%|######### | 46/51 [00:03<00:00, 13.30it/s]
58/99 0.457G 0.04248 0.04921 0.05122 0.1429 57 416: 90%|######### | 46/51 [00:03<00:00, 13.30it/s]
58/99 0.457G 0.04248 0.04921 0.05122 0.1429 57 416: 94%|#########4| 48/51 [00:03<00:00, 12.70it/s]
58/99 0.457G 0.04249 0.04926 0.05124 0.143 62 416: 94%|#########4| 48/51 [00:03<00:00, 12.70it/s]
58/99 0.457G 0.04245 0.04931 0.05121 0.143 82 416: 94%|#########4| 48/51 [00:03<00:00, 12.70it/s]
58/99 0.457G 0.04245 0.04931 0.05121 0.143 82 416: 98%|#########8| 50/51 [00:03<00:00, 12.67it/s]
58/99 0.457G 0.0425 0.0497 0.05126 0.1435 18 416: 98%|#########8| 50/51 [00:03<00:00, 12.67it/s]
58/99 0.457G 0.0425 0.0497 0.05126 0.1435 18 416: 100%|##########| 51/51 [00:03<00:00, 13.14it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 12.39it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.96it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.77it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.15it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
59/99 0.457G 0.04364 0.0528 0.05555 0.152 89 416: 0%| | 0/51 [00:00<?, ?it/s]
59/99 0.457G 0.04264 0.04801 0.05283 0.1435 61 416: 0%| | 0/51 [00:00<?, ?it/s]
59/99 0.457G 0.04264 0.04801 0.05283 0.1435 61 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
59/99 0.457G 0.04288 0.04492 0.05303 0.1408 38 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
59/99 0.457G 0.04548 0.05081 0.05333 0.1496 118 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
59/99 0.457G 0.04548 0.05081 0.05333 0.1496 118 416: 8%|7 | 4/51 [00:00<00:03, 13.29it/s]
59/99 0.457G 0.0445 0.05603 0.05351 0.154 117 416: 8%|7 | 4/51 [00:00<00:03, 13.29it/s]
59/99 0.457G 0.04399 0.05734 0.05357 0.1549 83 416: 8%|7 | 4/51 [00:00<00:03, 13.29it/s]
59/99 0.457G 0.04399 0.05734 0.05357 0.1549 83 416: 12%|#1 | 6/51 [00:00<00:03, 13.05it/s]
59/99 0.457G 0.04347 0.06334 0.05249 0.1593 157 416: 12%|#1 | 6/51 [00:00<00:03, 13.05it/s]
59/99 0.457G 0.04273 0.06355 0.05229 0.1586 92 416: 12%|#1 | 6/51 [00:00<00:03, 13.05it/s]
59/99 0.457G 0.04273 0.06355 0.05229 0.1586 92 416: 16%|#5 | 8/51 [00:00<00:03, 13.42it/s]
59/99 0.457G 0.04313 0.06338 0.05233 0.1588 93 416: 16%|#5 | 8/51 [00:00<00:03, 13.42it/s]
59/99 0.457G 0.04338 0.06028 0.05235 0.156 44 416: 16%|#5 | 8/51 [00:00<00:03, 13.42it/s]
59/99 0.457G 0.04338 0.06028 0.05235 0.156 44 416: 20%|#9 | 10/51 [00:00<00:03, 13.17it/s]
59/99 0.457G 0.04306 0.05856 0.05174 0.1534 56 416: 20%|#9 | 10/51 [00:00<00:03, 13.17it/s]
59/99 0.457G 0.04264 0.05725 0.05172 0.1516 52 416: 20%|#9 | 10/51 [00:00<00:03, 13.17it/s]
59/99 0.457G 0.04264 0.05725 0.05172 0.1516 52 416: 24%|##3 | 12/51 [00:00<00:02, 13.42it/s]
59/99 0.457G 0.04229 0.05555 0.05184 0.1497 46 416: 24%|##3 | 12/51 [00:00<00:02, 13.42it/s]
59/99 0.457G 0.04153 0.05585 0.05063 0.148 114 416: 24%|##3 | 12/51 [00:01<00:02, 13.42it/s]
59/99 0.457G 0.04153 0.05585 0.05063 0.148 114 416: 27%|##7 | 14/51 [00:01<00:02, 13.72it/s]
59/99 0.457G 0.04161 0.05622 0.05079 0.1486 99 416: 27%|##7 | 14/51 [00:01<00:02, 13.72it/s]
59/99 0.457G 0.04202 0.05648 0.05087 0.1494 89 416: 27%|##7 | 14/51 [00:01<00:02, 13.72it/s]
59/99 0.457G 0.04202 0.05648 0.05087 0.1494 89 416: 31%|###1 | 16/51 [00:01<00:02, 12.96it/s]
59/99 0.457G 0.04244 0.05719 0.05098 0.1506 114 416: 31%|###1 | 16/51 [00:01<00:02, 12.96it/s]
59/99 0.457G 0.04238 0.05737 0.05101 0.1508 73 416: 31%|###1 | 16/51 [00:01<00:02, 12.96it/s]
59/99 0.457G 0.04238 0.05737 0.05101 0.1508 73 416: 35%|###5 | 18/51 [00:01<00:02, 12.90it/s]
59/99 0.457G 0.0419 0.05687 0.05088 0.1496 77 416: 35%|###5 | 18/51 [00:01<00:02, 12.90it/s]
59/99 0.457G 0.04149 0.05603 0.05079 0.1483 55 416: 35%|###5 | 18/51 [00:01<00:02, 12.90it/s]
59/99 0.457G 0.04149 0.05603 0.05079 0.1483 55 416: 39%|###9 | 20/51 [00:01<00:02, 13.26it/s]
59/99 0.457G 0.04142 0.05512 0.05072 0.1473 49 416: 39%|###9 | 20/51 [00:01<00:02, 13.26it/s]
59/99 0.457G 0.04116 0.05497 0.05075 0.1469 54 416: 39%|###9 | 20/51 [00:01<00:02, 13.26it/s]
59/99 0.457G 0.04116 0.05497 0.05075 0.1469 54 416: 43%|####3 | 22/51 [00:01<00:02, 13.53it/s]
59/99 0.457G 0.0414 0.05475 0.05088 0.147 77 416: 43%|####3 | 22/51 [00:01<00:02, 13.53it/s]
59/99 0.457G 0.04131 0.05599 0.05094 0.1482 121 416: 43%|####3 | 22/51 [00:01<00:02, 13.53it/s]
59/99 0.457G 0.04131 0.05599 0.05094 0.1482 121 416: 47%|####7 | 24/51 [00:01<00:02, 13.24it/s]
59/99 0.457G 0.04143 0.05666 0.05103 0.1491 118 416: 47%|####7 | 24/51 [00:01<00:02, 13.24it/s]
59/99 0.457G 0.04164 0.05622 0.05103 0.1489 56 416: 47%|####7 | 24/51 [00:01<00:02, 13.24it/s]
59/99 0.457G 0.04164 0.05622 0.05103 0.1489 56 416: 51%|##### | 26/51 [00:01<00:01, 13.51it/s]
59/99 0.457G 0.04163 0.05734 0.05081 0.1498 137 416: 51%|##### | 26/51 [00:02<00:01, 13.51it/s]
59/99 0.457G 0.04167 0.05697 0.05091 0.1495 54 416: 51%|##### | 26/51 [00:02<00:01, 13.51it/s]
59/99 0.457G 0.04167 0.05697 0.05091 0.1495 54 416: 55%|#####4 | 28/51 [00:02<00:01, 13.71it/s]
59/99 0.457G 0.04141 0.0558 0.05047 0.1477 38 416: 55%|#####4 | 28/51 [00:02<00:01, 13.71it/s]
59/99 0.457G 0.04155 0.05591 0.05049 0.1479 60 416: 55%|#####4 | 28/51 [00:02<00:01, 13.71it/s]
59/99 0.457G 0.04155 0.05591 0.05049 0.1479 60 416: 59%|#####8 | 30/51 [00:02<00:01, 13.84it/s]
59/99 0.457G 0.04174 0.0563 0.05057 0.1486 100 416: 59%|#####8 | 30/51 [00:02<00:01, 13.84it/s]
59/99 0.457G 0.04162 0.05567 0.05069 0.148 51 416: 59%|#####8 | 30/51 [00:02<00:01, 13.84it/s]
59/99 0.457G 0.04162 0.05567 0.05069 0.148 51 416: 63%|######2 | 32/51 [00:02<00:01, 13.07it/s]
59/99 0.457G 0.04152 0.05603 0.0507 0.1482 79 416: 63%|######2 | 32/51 [00:02<00:01, 13.07it/s]
59/99 0.457G 0.04149 0.05563 0.05073 0.1478 67 416: 63%|######2 | 32/51 [00:02<00:01, 13.07it/s]
59/99 0.457G 0.04149 0.05563 0.05073 0.1478 67 416: 67%|######6 | 34/51 [00:02<00:01, 13.39it/s]
59/99 0.457G 0.04141 0.05542 0.05064 0.1475 74 416: 67%|######6 | 34/51 [00:02<00:01, 13.39it/s]
59/99 0.457G 0.04135 0.05568 0.05061 0.1476 102 416: 67%|######6 | 34/51 [00:02<00:01, 13.39it/s]
59/99 0.457G 0.04135 0.05568 0.05061 0.1476 102 416: 71%|####### | 36/51 [00:02<00:01, 13.19it/s]
59/99 0.457G 0.0412 0.05545 0.05067 0.1473 52 416: 71%|####### | 36/51 [00:02<00:01, 13.19it/s]
59/99 0.457G 0.04106 0.055 0.05072 0.1468 56 416: 71%|####### | 36/51 [00:02<00:01, 13.19it/s]
59/99 0.457G 0.04106 0.055 0.05072 0.1468 56 416: 75%|#######4 | 38/51 [00:02<00:00, 13.06it/s]
59/99 0.457G 0.04107 0.05538 0.05072 0.1472 98 416: 75%|#######4 | 38/51 [00:02<00:00, 13.06it/s]
59/99 0.457G 0.04109 0.05477 0.05079 0.1466 46 416: 75%|#######4 | 38/51 [00:03<00:00, 13.06it/s]
59/99 0.457G 0.04109 0.05477 0.05079 0.1466 46 416: 78%|#######8 | 40/51 [00:03<00:00, 13.30it/s]
59/99 0.457G 0.04083 0.05404 0.05065 0.1455 36 416: 78%|#######8 | 40/51 [00:03<00:00, 13.30it/s]
59/99 0.457G 0.04065 0.05365 0.05064 0.1449 46 416: 78%|#######8 | 40/51 [00:03<00:00, 13.30it/s]
59/99 0.457G 0.04065 0.05365 0.05064 0.1449 46 416: 82%|########2 | 42/51 [00:03<00:00, 13.20it/s]
59/99 0.457G 0.04056 0.05369 0.05054 0.1448 87 416: 82%|########2 | 42/51 [00:03<00:00, 13.20it/s]
59/99 0.457G 0.04063 0.05399 0.05055 0.1452 96 416: 82%|########2 | 42/51 [00:03<00:00, 13.20it/s]
59/99 0.457G 0.04063 0.05399 0.05055 0.1452 96 416: 86%|########6 | 44/51 [00:03<00:00, 13.00it/s]
59/99 0.457G 0.04065 0.05346 0.05054 0.1446 40 416: 86%|########6 | 44/51 [00:03<00:00, 13.00it/s]
59/99 0.457G 0.04063 0.05259 0.05068 0.1439 17 416: 86%|########6 | 44/51 [00:03<00:00, 13.00it/s]
59/99 0.457G 0.04063 0.05259 0.05068 0.1439 17 416: 90%|######### | 46/51 [00:03<00:00, 12.93it/s]
59/99 0.457G 0.04056 0.05236 0.05065 0.1436 59 416: 90%|######### | 46/51 [00:03<00:00, 12.93it/s]
59/99 0.457G 0.04052 0.05258 0.05063 0.1437 89 416: 90%|######### | 46/51 [00:03<00:00, 12.93it/s]
59/99 0.457G 0.04052 0.05258 0.05063 0.1437 89 416: 94%|#########4| 48/51 [00:03<00:00, 12.14it/s]
59/99 0.457G 0.04044 0.05205 0.05058 0.1431 43 416: 94%|#########4| 48/51 [00:03<00:00, 12.14it/s]
59/99 0.457G 0.04049 0.05207 0.05066 0.1432 74 416: 94%|#########4| 48/51 [00:03<00:00, 12.14it/s]
59/99 0.457G 0.04049 0.05207 0.05066 0.1432 74 416: 98%|#########8| 50/51 [00:03<00:00, 12.64it/s]
59/99 0.457G 0.04035 0.05214 0.05053 0.143 23 416: 98%|#########8| 50/51 [00:03<00:00, 12.64it/s]
59/99 0.457G 0.04035 0.05214 0.05053 0.143 23 416: 100%|##########| 51/51 [00:03<00:00, 13.14it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.95it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 9.68it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 8.77it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 9.60it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.50it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 10.46it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
60/99 0.457G 0.03558 0.04767 0.04885 0.1321 52 416: 0%| | 0/51 [00:00<?, ?it/s]
60/99 0.457G 0.03505 0.04567 0.0501 0.1308 71 416: 0%| | 0/51 [00:00<?, ?it/s]
60/99 0.457G 0.03505 0.04567 0.0501 0.1308 71 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
60/99 0.457G 0.03877 0.04423 0.04536 0.1284 76 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
60/99 0.457G 0.03927 0.04319 0.04795 0.1304 56 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
60/99 0.457G 0.03927 0.04319 0.04795 0.1304 56 416: 8%|7 | 4/51 [00:00<00:03, 13.55it/s]
60/99 0.457G 0.03961 0.04995 0.04856 0.1381 115 416: 8%|7 | 4/51 [00:00<00:03, 13.55it/s]
60/99 0.457G 0.04009 0.04883 0.05009 0.139 63 416: 8%|7 | 4/51 [00:00<00:03, 13.55it/s]
60/99 0.457G 0.04009 0.04883 0.05009 0.139 63 416: 12%|#1 | 6/51 [00:00<00:03, 13.81it/s]
60/99 0.457G 0.04117 0.05015 0.0507 0.142 69 416: 12%|#1 | 6/51 [00:00<00:03, 13.81it/s]
60/99 0.457G 0.04153 0.04942 0.05121 0.1422 49 416: 12%|#1 | 6/51 [00:00<00:03, 13.81it/s]
60/99 0.457G 0.04153 0.04942 0.05121 0.1422 49 416: 16%|#5 | 8/51 [00:00<00:03, 13.96it/s]
60/99 0.457G 0.04245 0.04679 0.05137 0.1406 28 416: 16%|#5 | 8/51 [00:00<00:03, 13.96it/s]
60/99 0.457G 0.04226 0.04649 0.05132 0.1401 43 416: 16%|#5 | 8/51 [00:00<00:03, 13.96it/s]
60/99 0.457G 0.04226 0.04649 0.05132 0.1401 43 416: 20%|#9 | 10/51 [00:00<00:03, 13.49it/s]
60/99 0.457G 0.04258 0.04965 0.05132 0.1436 102 416: 20%|#9 | 10/51 [00:00<00:03, 13.49it/s]
60/99 0.457G 0.04226 0.04935 0.05088 0.1425 78 416: 20%|#9 | 10/51 [00:00<00:03, 13.49it/s]
60/99 0.457G 0.04226 0.04935 0.05088 0.1425 78 416: 24%|##3 | 12/51 [00:00<00:02, 13.21it/s]
60/99 0.457G 0.04153 0.04804 0.0508 0.1404 41 416: 24%|##3 | 12/51 [00:01<00:02, 13.21it/s]
60/99 0.457G 0.04084 0.04669 0.05053 0.1381 45 416: 24%|##3 | 12/51 [00:01<00:02, 13.21it/s]
60/99 0.457G 0.04084 0.04669 0.05053 0.1381 45 416: 27%|##7 | 14/51 [00:01<00:02, 12.63it/s]
60/99 0.457G 0.04061 0.04675 0.05056 0.1379 67 416: 27%|##7 | 14/51 [00:01<00:02, 12.63it/s]
60/99 0.457G 0.04091 0.05143 0.05038 0.1427 184 416: 27%|##7 | 14/51 [00:01<00:02, 12.63it/s]
60/99 0.457G 0.04091 0.05143 0.05038 0.1427 184 416: 31%|###1 | 16/51 [00:01<00:02, 13.03it/s]
60/99 0.457G 0.04074 0.05308 0.05048 0.1443 96 416: 31%|###1 | 16/51 [00:01<00:02, 13.03it/s]
60/99 0.457G 0.04147 0.05424 0.0507 0.1464 134 416: 31%|###1 | 16/51 [00:01<00:02, 13.03it/s]
60/99 0.457G 0.04147 0.05424 0.0507 0.1464 134 416: 35%|###5 | 18/51 [00:01<00:02, 13.41it/s]
60/99 0.457G 0.04119 0.05323 0.05083 0.1452 44 416: 35%|###5 | 18/51 [00:01<00:02, 13.41it/s]
60/99 0.457G 0.04071 0.05313 0.05096 0.1448 75 416: 35%|###5 | 18/51 [00:01<00:02, 13.41it/s]
60/99 0.457G 0.04071 0.05313 0.05096 0.1448 75 416: 39%|###9 | 20/51 [00:01<00:02, 13.64it/s]
60/99 0.457G 0.04037 0.05299 0.05083 0.1442 67 416: 39%|###9 | 20/51 [00:01<00:02, 13.64it/s]
60/99 0.457G 0.04068 0.05249 0.05048 0.1436 59 416: 39%|###9 | 20/51 [00:01<00:02, 13.64it/s]
60/99 0.457G 0.04068 0.05249 0.05048 0.1436 59 416: 43%|####3 | 22/51 [00:01<00:02, 13.79it/s]
60/99 0.457G 0.04033 0.0523 0.05043 0.1431 64 416: 43%|####3 | 22/51 [00:01<00:02, 13.79it/s]
60/99 0.457G 0.04033 0.05213 0.05041 0.1429 70 416: 43%|####3 | 22/51 [00:01<00:02, 13.79it/s]
60/99 0.457G 0.04033 0.05213 0.05041 0.1429 70 416: 47%|####7 | 24/51 [00:01<00:02, 13.43it/s]
60/99 0.457G 0.04053 0.05337 0.05038 0.1443 136 416: 47%|####7 | 24/51 [00:01<00:02, 13.43it/s]
60/99 0.457G 0.04037 0.05316 0.05027 0.1438 61 416: 47%|####7 | 24/51 [00:01<00:02, 13.43it/s]
60/99 0.457G 0.04037 0.05316 0.05027 0.1438 61 416: 51%|##### | 26/51 [00:01<00:01, 13.64it/s]
60/99 0.457G 0.04043 0.05337 0.05028 0.1441 80 416: 51%|##### | 26/51 [00:02<00:01, 13.64it/s]
60/99 0.457G 0.04052 0.0527 0.05038 0.1436 44 416: 51%|##### | 26/51 [00:02<00:01, 13.64it/s]
60/99 0.457G 0.04052 0.0527 0.05038 0.1436 44 416: 55%|#####4 | 28/51 [00:02<00:01, 13.36it/s]
60/99 0.457G 0.04041 0.05168 0.05029 0.1424 32 416: 55%|#####4 | 28/51 [00:02<00:01, 13.36it/s]
60/99 0.457G 0.04048 0.05164 0.0503 0.1424 62 416: 55%|#####4 | 28/51 [00:02<00:01, 13.36it/s]
60/99 0.457G 0.04048 0.05164 0.0503 0.1424 62 416: 59%|#####8 | 30/51 [00:02<00:01, 12.77it/s]
60/99 0.457G 0.04053 0.05078 0.05027 0.1416 24 416: 59%|#####8 | 30/51 [00:02<00:01, 12.77it/s]
60/99 0.457G 0.04055 0.05177 0.05037 0.1427 128 416: 59%|#####8 | 30/51 [00:02<00:01, 12.77it/s]
60/99 0.457G 0.04055 0.05177 0.05037 0.1427 128 416: 63%|######2 | 32/51 [00:02<00:01, 13.16it/s]
60/99 0.457G 0.04045 0.05186 0.05023 0.1425 82 416: 63%|######2 | 32/51 [00:02<00:01, 13.16it/s]
60/99 0.457G 0.04056 0.05108 0.05026 0.1419 36 416: 63%|######2 | 32/51 [00:02<00:01, 13.16it/s]
60/99 0.457G 0.04056 0.05108 0.05026 0.1419 36 416: 67%|######6 | 34/51 [00:02<00:01, 13.44it/s]
60/99 0.457G 0.04055 0.05103 0.05025 0.1418 50 416: 67%|######6 | 34/51 [00:02<00:01, 13.44it/s]
60/99 0.457G 0.04049 0.05113 0.05013 0.1418 74 416: 67%|######6 | 34/51 [00:02<00:01, 13.44it/s]
60/99 0.457G 0.04049 0.05113 0.05013 0.1418 74 416: 71%|####### | 36/51 [00:02<00:01, 13.23it/s]
60/99 0.457G 0.04061 0.05245 0.05024 0.1433 147 416: 71%|####### | 36/51 [00:02<00:01, 13.23it/s]
60/99 0.457G 0.04066 0.05243 0.05028 0.1434 61 416: 71%|####### | 36/51 [00:02<00:01, 13.23it/s]
60/99 0.457G 0.04066 0.05243 0.05028 0.1434 61 416: 75%|#######4 | 38/51 [00:02<00:00, 13.45it/s]
60/99 0.457G 0.04075 0.05189 0.05033 0.143 40 416: 75%|#######4 | 38/51 [00:02<00:00, 13.45it/s]
60/99 0.457G 0.04094 0.05148 0.05052 0.1429 51 416: 75%|#######4 | 38/51 [00:03<00:00, 13.45it/s]
60/99 0.457G 0.04094 0.05148 0.05052 0.1429 51 416: 78%|#######8 | 40/51 [00:03<00:00, 13.24it/s]
60/99 0.457G 0.04071 0.05058 0.05037 0.1417 15 416: 78%|#######8 | 40/51 [00:03<00:00, 13.24it/s]
60/99 0.457G 0.04081 0.05093 0.0504 0.1421 87 416: 78%|#######8 | 40/51 [00:03<00:00, 13.24it/s]
60/99 0.457G 0.04081 0.05093 0.0504 0.1421 87 416: 82%|########2 | 42/51 [00:03<00:00, 13.50it/s]
60/99 0.457G 0.04072 0.05079 0.05052 0.142 67 416: 82%|########2 | 42/51 [00:03<00:00, 13.50it/s]
60/99 0.457G 0.0407 0.05127 0.05046 0.1424 101 416: 82%|########2 | 42/51 [00:03<00:00, 13.50it/s]
60/99 0.457G 0.0407 0.05127 0.05046 0.1424 101 416: 86%|########6 | 44/51 [00:03<00:00, 13.67it/s]
60/99 0.457G 0.0407 0.05064 0.05049 0.1418 28 416: 86%|########6 | 44/51 [00:03<00:00, 13.67it/s]
60/99 0.457G 0.0408 0.05042 0.05043 0.1416 42 416: 86%|########6 | 44/51 [00:03<00:00, 13.67it/s]
60/99 0.457G 0.0408 0.05042 0.05043 0.1416 42 416: 90%|######### | 46/51 [00:03<00:00, 12.58it/s]
60/99 0.457G 0.0408 0.05071 0.05041 0.1419 99 416: 90%|######### | 46/51 [00:03<00:00, 12.58it/s]
60/99 0.457G 0.04088 0.05067 0.05041 0.142 75 416: 90%|######### | 46/51 [00:03<00:00, 12.58it/s]
60/99 0.457G 0.04088 0.05067 0.05041 0.142 75 416: 94%|#########4| 48/51 [00:03<00:00, 12.97it/s]
60/99 0.457G 0.0411 0.05045 0.05044 0.142 52 416: 94%|#########4| 48/51 [00:03<00:00, 12.97it/s]
60/99 0.457G 0.04102 0.0502 0.05039 0.1416 47 416: 94%|#########4| 48/51 [00:03<00:00, 12.97it/s]
60/99 0.457G 0.04102 0.0502 0.05039 0.1416 47 416: 98%|#########8| 50/51 [00:03<00:00, 13.36it/s]
60/99 0.457G 0.041 0.04959 0.05041 0.141 5 416: 98%|#########8| 50/51 [00:03<00:00, 13.36it/s]
60/99 0.457G 0.041 0.04959 0.05041 0.141 5 416: 100%|##########| 51/51 [00:03<00:00, 13.36it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.82it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.21it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.81it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.15it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
61/99 0.457G 0.0457 0.03162 0.05032 0.1276 34 416: 0%| | 0/51 [00:00<?, ?it/s]
61/99 0.457G 0.04716 0.03692 0.05041 0.1345 58 416: 0%| | 0/51 [00:00<?, ?it/s]
61/99 0.457G 0.04716 0.03692 0.05041 0.1345 58 416: 4%|3 | 2/51 [00:00<00:03, 14.03it/s]
61/99 0.457G 0.04697 0.04922 0.05115 0.1473 111 416: 4%|3 | 2/51 [00:00<00:03, 14.03it/s]
61/99 0.457G 0.04248 0.04654 0.04675 0.1358 54 416: 4%|3 | 2/51 [00:00<00:03, 14.03it/s]
61/99 0.457G 0.04248 0.04654 0.04675 0.1358 54 416: 8%|7 | 4/51 [00:00<00:03, 14.10it/s]
61/99 0.457G 0.04399 0.04952 0.04783 0.1413 87 416: 8%|7 | 4/51 [00:00<00:03, 14.10it/s]
61/99 0.457G 0.04434 0.05573 0.04817 0.1482 136 416: 8%|7 | 4/51 [00:00<00:03, 14.10it/s]
61/99 0.457G 0.04434 0.05573 0.04817 0.1482 136 416: 12%|#1 | 6/51 [00:00<00:03, 12.55it/s]
61/99 0.457G 0.04339 0.06089 0.04861 0.1529 138 416: 12%|#1 | 6/51 [00:00<00:03, 12.55it/s]
61/99 0.457G 0.04411 0.06233 0.04936 0.1558 115 416: 12%|#1 | 6/51 [00:00<00:03, 12.55it/s]
61/99 0.457G 0.04411 0.06233 0.04936 0.1558 115 416: 16%|#5 | 8/51 [00:00<00:03, 12.22it/s]
61/99 0.457G 0.04316 0.05961 0.04942 0.1522 41 416: 16%|#5 | 8/51 [00:00<00:03, 12.22it/s]
61/99 0.457G 0.04407 0.066 0.04953 0.1596 202 416: 16%|#5 | 8/51 [00:00<00:03, 12.22it/s]
61/99 0.457G 0.04407 0.066 0.04953 0.1596 202 416: 20%|#9 | 10/51 [00:00<00:03, 11.69it/s]
61/99 0.457G 0.04377 0.06642 0.04934 0.1595 121 416: 20%|#9 | 10/51 [00:00<00:03, 11.69it/s]
61/99 0.457G 0.04431 0.06176 0.04976 0.1558 6 416: 20%|#9 | 10/51 [00:00<00:03, 11.69it/s]
61/99 0.457G 0.04431 0.06176 0.04976 0.1558 6 416: 24%|##3 | 12/51 [00:00<00:03, 12.02it/s]
61/99 0.457G 0.04395 0.06074 0.05008 0.1548 60 416: 24%|##3 | 12/51 [00:01<00:03, 12.02it/s]
61/99 0.457G 0.04367 0.05932 0.05019 0.1532 61 416: 24%|##3 | 12/51 [00:01<00:03, 12.02it/s]
61/99 0.457G 0.04367 0.05932 0.05019 0.1532 61 416: 27%|##7 | 14/51 [00:01<00:02, 12.60it/s]
61/99 0.457G 0.04247 0.05998 0.04914 0.1516 117 416: 27%|##7 | 14/51 [00:01<00:02, 12.60it/s]
61/99 0.457G 0.04244 0.05961 0.04916 0.1512 84 416: 27%|##7 | 14/51 [00:01<00:02, 12.60it/s]
61/99 0.457G 0.04244 0.05961 0.04916 0.1512 84 416: 31%|###1 | 16/51 [00:01<00:02, 13.07it/s]
61/99 0.457G 0.04182 0.05751 0.0491 0.1484 25 416: 31%|###1 | 16/51 [00:01<00:02, 13.07it/s]
61/99 0.457G 0.0413 0.05574 0.04908 0.1461 35 416: 31%|###1 | 16/51 [00:01<00:02, 13.07it/s]
61/99 0.457G 0.0413 0.05574 0.04908 0.1461 35 416: 35%|###5 | 18/51 [00:01<00:02, 13.38it/s]
61/99 0.457G 0.04067 0.05392 0.04851 0.1431 31 416: 35%|###5 | 18/51 [00:01<00:02, 13.38it/s]
61/99 0.457G 0.04042 0.05349 0.0487 0.1426 59 416: 35%|###5 | 18/51 [00:01<00:02, 13.38it/s]
61/99 0.457G 0.04042 0.05349 0.0487 0.1426 59 416: 39%|###9 | 20/51 [00:01<00:02, 13.62it/s]
61/99 0.457G 0.04024 0.05237 0.04867 0.1413 41 416: 39%|###9 | 20/51 [00:01<00:02, 13.62it/s]
61/99 0.457G 0.04037 0.05276 0.04889 0.142 83 416: 39%|###9 | 20/51 [00:01<00:02, 13.62it/s]
61/99 0.457G 0.04037 0.05276 0.04889 0.142 83 416: 43%|####3 | 22/51 [00:01<00:02, 13.34it/s]
61/99 0.457G 0.04002 0.0522 0.04886 0.1411 45 416: 43%|####3 | 22/51 [00:01<00:02, 13.34it/s]
61/99 0.457G 0.03973 0.05249 0.04896 0.1412 68 416: 43%|####3 | 22/51 [00:01<00:02, 13.34it/s]
61/99 0.457G 0.03973 0.05249 0.04896 0.1412 68 416: 47%|####7 | 24/51 [00:01<00:01, 13.58it/s]
61/99 0.457G 0.03944 0.05231 0.04909 0.1408 59 416: 47%|####7 | 24/51 [00:01<00:01, 13.58it/s]
61/99 0.457G 0.0393 0.05234 0.04924 0.1409 70 416: 47%|####7 | 24/51 [00:02<00:01, 13.58it/s]
61/99 0.457G 0.0393 0.05234 0.04924 0.1409 70 416: 51%|##### | 26/51 [00:02<00:01, 12.91it/s]
61/99 0.457G 0.0393 0.05269 0.0493 0.1413 91 416: 51%|##### | 26/51 [00:02<00:01, 12.91it/s]
61/99 0.457G 0.03918 0.05182 0.04944 0.1404 36 416: 51%|##### | 26/51 [00:02<00:01, 12.91it/s]
61/99 0.457G 0.03918 0.05182 0.04944 0.1404 36 416: 55%|#####4 | 28/51 [00:02<00:01, 12.09it/s]
61/99 0.457G 0.03954 0.05213 0.04984 0.1415 96 416: 55%|#####4 | 28/51 [00:02<00:01, 12.09it/s]
61/99 0.457G 0.03953 0.05221 0.04965 0.1414 93 416: 55%|#####4 | 28/51 [00:02<00:01, 12.09it/s]
61/99 0.457G 0.03953 0.05221 0.04965 0.1414 93 416: 59%|#####8 | 30/51 [00:02<00:01, 11.04it/s]
61/99 0.457G 0.03939 0.05273 0.04964 0.1418 103 416: 59%|#####8 | 30/51 [00:02<00:01, 11.04it/s]
61/99 0.457G 0.0395 0.05239 0.04972 0.1416 39 416: 59%|#####8 | 30/51 [00:02<00:01, 11.04it/s]
61/99 0.457G 0.0395 0.05239 0.04972 0.1416 39 416: 63%|######2 | 32/51 [00:02<00:01, 11.32it/s]
61/99 0.457G 0.03956 0.05146 0.04975 0.1408 27 416: 63%|######2 | 32/51 [00:02<00:01, 11.32it/s]
61/99 0.457G 0.03955 0.05084 0.04963 0.14 27 416: 63%|######2 | 32/51 [00:02<00:01, 11.32it/s]
61/99 0.457G 0.03955 0.05084 0.04963 0.14 27 416: 67%|######6 | 34/51 [00:02<00:01, 11.72it/s]
61/99 0.457G 0.03979 0.0507 0.04971 0.1402 62 416: 67%|######6 | 34/51 [00:02<00:01, 11.72it/s]
61/99 0.457G 0.03968 0.05073 0.04982 0.1402 65 416: 67%|######6 | 34/51 [00:02<00:01, 11.72it/s]
61/99 0.457G 0.03968 0.05073 0.04982 0.1402 65 416: 71%|####### | 36/51 [00:02<00:01, 12.36it/s]
61/99 0.457G 0.03974 0.05066 0.04985 0.1403 67 416: 71%|####### | 36/51 [00:02<00:01, 12.36it/s]
61/99 0.457G 0.03984 0.05103 0.05 0.1409 107 416: 71%|####### | 36/51 [00:03<00:01, 12.36it/s]
61/99 0.457G 0.03984 0.05103 0.05 0.1409 107 416: 75%|#######4 | 38/51 [00:03<00:01, 12.44it/s]
61/99 0.457G 0.03974 0.05086 0.05003 0.1406 70 416: 75%|#######4 | 38/51 [00:03<00:01, 12.44it/s]
61/99 0.457G 0.03961 0.05048 0.04997 0.1401 50 416: 75%|#######4 | 38/51 [00:03<00:01, 12.44it/s]
61/99 0.457G 0.03961 0.05048 0.04997 0.1401 50 416: 78%|#######8 | 40/51 [00:03<00:00, 12.91it/s]
61/99 0.457G 0.03947 0.05028 0.04983 0.1396 72 416: 78%|#######8 | 40/51 [00:03<00:00, 12.91it/s]
61/99 0.457G 0.03944 0.05022 0.04977 0.1394 65 416: 78%|#######8 | 40/51 [00:03<00:00, 12.91it/s]
61/99 0.457G 0.03944 0.05022 0.04977 0.1394 65 416: 82%|########2 | 42/51 [00:03<00:00, 12.49it/s]
61/99 0.457G 0.03935 0.04979 0.04981 0.139 28 416: 82%|########2 | 42/51 [00:03<00:00, 12.49it/s]
61/99 0.457G 0.03935 0.04915 0.04993 0.1384 20 416: 82%|########2 | 42/51 [00:03<00:00, 12.49it/s]
61/99 0.457G 0.03935 0.04915 0.04993 0.1384 20 416: 86%|########6 | 44/51 [00:03<00:00, 12.56it/s]
61/99 0.457G 0.03914 0.04895 0.04989 0.138 51 416: 86%|########6 | 44/51 [00:03<00:00, 12.56it/s]
61/99 0.457G 0.03905 0.04918 0.0499 0.1381 100 416: 86%|########6 | 44/51 [00:03<00:00, 12.56it/s]
61/99 0.457G 0.03905 0.04918 0.0499 0.1381 100 416: 90%|######### | 46/51 [00:03<00:00, 13.01it/s]
61/99 0.457G 0.03905 0.0489 0.04988 0.1378 47 416: 90%|######### | 46/51 [00:03<00:00, 13.01it/s]
61/99 0.457G 0.03895 0.04829 0.04997 0.1372 23 416: 90%|######### | 46/51 [00:03<00:00, 13.01it/s]
61/99 0.457G 0.03895 0.04829 0.04997 0.1372 23 416: 94%|#########4| 48/51 [00:03<00:00, 13.33it/s]
61/99 0.457G 0.03899 0.04803 0.04998 0.137 50 416: 94%|#########4| 48/51 [00:03<00:00, 13.33it/s]
61/99 0.457G 0.0389 0.04737 0.05007 0.1363 14 416: 94%|#########4| 48/51 [00:03<00:00, 13.33it/s]
61/99 0.457G 0.0389 0.04737 0.05007 0.1363 14 416: 98%|#########8| 50/51 [00:03<00:00, 13.57it/s]
61/99 0.457G 0.03857 0.04753 0.0497 0.1358 21 416: 98%|#########8| 50/51 [00:03<00:00, 13.57it/s]
61/99 0.457G 0.03857 0.04753 0.0497 0.1358 21 416: 100%|##########| 51/51 [00:03<00:00, 12.75it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.00it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 12.34it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.94it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.26it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.72it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
62/99 0.457G 0.04637 0.08315 0.05236 0.1819 128 416: 0%| | 0/51 [00:00<?, ?it/s]
62/99 0.457G 0.04533 0.06803 0.05108 0.1644 93 416: 0%| | 0/51 [00:00<?, ?it/s]
62/99 0.457G 0.04533 0.06803 0.05108 0.1644 93 416: 4%|3 | 2/51 [00:00<00:03, 12.43it/s]
62/99 0.457G 0.04394 0.0666 0.05115 0.1617 98 416: 4%|3 | 2/51 [00:00<00:03, 12.43it/s]
62/99 0.457G 0.04313 0.05513 0.05162 0.1499 24 416: 4%|3 | 2/51 [00:00<00:03, 12.43it/s]
62/99 0.457G 0.04313 0.05513 0.05162 0.1499 24 416: 8%|7 | 4/51 [00:00<00:03, 13.52it/s]
62/99 0.457G 0.04469 0.06037 0.0515 0.1566 134 416: 8%|7 | 4/51 [00:00<00:03, 13.52it/s]
62/99 0.457G 0.04296 0.06068 0.05074 0.1544 90 416: 8%|7 | 4/51 [00:00<00:03, 13.52it/s]
62/99 0.457G 0.04296 0.06068 0.05074 0.1544 90 416: 12%|#1 | 6/51 [00:00<00:03, 13.72it/s]
62/99 0.457G 0.04266 0.06497 0.05132 0.159 133 416: 12%|#1 | 6/51 [00:00<00:03, 13.72it/s]
62/99 0.457G 0.04199 0.06868 0.05126 0.1619 150 416: 12%|#1 | 6/51 [00:00<00:03, 13.72it/s]
62/99 0.457G 0.04199 0.06868 0.05126 0.1619 150 416: 16%|#5 | 8/51 [00:00<00:03, 12.30it/s]
62/99 0.457G 0.04134 0.06589 0.0511 0.1583 59 416: 16%|#5 | 8/51 [00:00<00:03, 12.30it/s]
62/99 0.457G 0.04089 0.06165 0.0509 0.1534 23 416: 16%|#5 | 8/51 [00:00<00:03, 12.30it/s]
62/99 0.457G 0.04089 0.06165 0.0509 0.1534 23 416: 20%|#9 | 10/51 [00:00<00:03, 12.46it/s]
62/99 0.457G 0.04116 0.06298 0.05123 0.1554 137 416: 20%|#9 | 10/51 [00:00<00:03, 12.46it/s]
62/99 0.457G 0.04061 0.06048 0.05099 0.1521 33 416: 20%|#9 | 10/51 [00:00<00:03, 12.46it/s]
62/99 0.457G 0.04061 0.06048 0.05099 0.1521 33 416: 24%|##3 | 12/51 [00:00<00:03, 12.99it/s]
62/99 0.457G 0.04175 0.05987 0.05133 0.1529 97 416: 24%|##3 | 12/51 [00:01<00:03, 12.99it/s]
62/99 0.457G 0.04118 0.05777 0.05138 0.1503 42 416: 24%|##3 | 12/51 [00:01<00:03, 12.99it/s]
62/99 0.457G 0.04118 0.05777 0.05138 0.1503 42 416: 27%|##7 | 14/51 [00:01<00:02, 13.27it/s]
62/99 0.457G 0.04045 0.05787 0.05037 0.1487 108 416: 27%|##7 | 14/51 [00:01<00:02, 13.27it/s]
62/99 0.457G 0.03947 0.05541 0.0493 0.1442 30 416: 27%|##7 | 14/51 [00:01<00:02, 13.27it/s]
62/99 0.457G 0.03947 0.05541 0.0493 0.1442 30 416: 31%|###1 | 16/51 [00:01<00:02, 13.41it/s]
62/99 0.457G 0.03926 0.05466 0.04948 0.1434 68 416: 31%|###1 | 16/51 [00:01<00:02, 13.41it/s]
62/99 0.457G 0.03986 0.0563 0.0498 0.146 146 416: 31%|###1 | 16/51 [00:01<00:02, 13.41it/s]
62/99 0.457G 0.03986 0.0563 0.0498 0.146 146 416: 35%|###5 | 18/51 [00:01<00:02, 13.58it/s]
62/99 0.457G 0.03965 0.05522 0.04987 0.1447 45 416: 35%|###5 | 18/51 [00:01<00:02, 13.58it/s]
62/99 0.457G 0.03945 0.05515 0.04983 0.1444 70 416: 35%|###5 | 18/51 [00:01<00:02, 13.58it/s]
62/99 0.457G 0.03945 0.05515 0.04983 0.1444 70 416: 39%|###9 | 20/51 [00:01<00:02, 13.81it/s]
62/99 0.457G 0.03915 0.0546 0.0498 0.1435 64 416: 39%|###9 | 20/51 [00:01<00:02, 13.81it/s]
62/99 0.457G 0.03874 0.05457 0.04916 0.1425 96 416: 39%|###9 | 20/51 [00:01<00:02, 13.81it/s]
62/99 0.457G 0.03874 0.05457 0.04916 0.1425 96 416: 43%|####3 | 22/51 [00:01<00:02, 13.92it/s]
62/99 0.457G 0.03853 0.0544 0.04854 0.1415 89 416: 43%|####3 | 22/51 [00:01<00:02, 13.92it/s]
62/99 0.457G 0.03851 0.05348 0.04863 0.1406 48 416: 43%|####3 | 22/51 [00:01<00:02, 13.92it/s]
62/99 0.457G 0.03851 0.05348 0.04863 0.1406 48 416: 47%|####7 | 24/51 [00:01<00:02, 13.12it/s]
62/99 0.457G 0.03832 0.05383 0.04879 0.1409 95 416: 47%|####7 | 24/51 [00:01<00:02, 13.12it/s]
62/99 0.457G 0.0383 0.05417 0.0489 0.1414 82 416: 47%|####7 | 24/51 [00:01<00:02, 13.12it/s]
62/99 0.457G 0.0383 0.05417 0.0489 0.1414 82 416: 51%|##### | 26/51 [00:01<00:01, 13.23it/s]
62/99 0.457G 0.03842 0.05313 0.04891 0.1405 37 416: 51%|##### | 26/51 [00:02<00:01, 13.23it/s]
62/99 0.457G 0.03816 0.05198 0.04844 0.1386 28 416: 51%|##### | 26/51 [00:02<00:01, 13.23it/s]
62/99 0.457G 0.03816 0.05198 0.04844 0.1386 28 416: 55%|#####4 | 28/51 [00:02<00:01, 13.65it/s]
62/99 0.457G 0.03819 0.05239 0.04857 0.1391 83 416: 55%|#####4 | 28/51 [00:02<00:01, 13.65it/s]
62/99 0.457G 0.03803 0.052 0.0487 0.1387 64 416: 55%|#####4 | 28/51 [00:02<00:01, 13.65it/s]
62/99 0.457G 0.03803 0.052 0.0487 0.1387 64 416: 59%|#####8 | 30/51 [00:02<00:01, 13.37it/s]
62/99 0.457G 0.03815 0.05313 0.04879 0.1401 124 416: 59%|#####8 | 30/51 [00:02<00:01, 13.37it/s]
62/99 0.457G 0.03808 0.05322 0.04866 0.14 91 416: 59%|#####8 | 30/51 [00:02<00:01, 13.37it/s]
62/99 0.457G 0.03808 0.05322 0.04866 0.14 91 416: 63%|######2 | 32/51 [00:02<00:01, 13.60it/s]
62/99 0.457G 0.03781 0.05264 0.04859 0.139 51 416: 63%|######2 | 32/51 [00:02<00:01, 13.60it/s]
62/99 0.457G 0.03764 0.05238 0.04855 0.1386 53 416: 63%|######2 | 32/51 [00:02<00:01, 13.60it/s]
62/99 0.457G 0.03764 0.05238 0.04855 0.1386 53 416: 67%|######6 | 34/51 [00:02<00:01, 13.77it/s]
62/99 0.457G 0.0376 0.05196 0.0486 0.1382 46 416: 67%|######6 | 34/51 [00:02<00:01, 13.77it/s]
62/99 0.457G 0.0376 0.05137 0.04866 0.1376 38 416: 67%|######6 | 34/51 [00:02<00:01, 13.77it/s]
62/99 0.457G 0.0376 0.05137 0.04866 0.1376 38 416: 71%|####### | 36/51 [00:02<00:01, 13.44it/s]
62/99 0.457G 0.03759 0.05196 0.04872 0.1383 106 416: 71%|####### | 36/51 [00:02<00:01, 13.44it/s]
62/99 0.457G 0.03744 0.05114 0.04871 0.1373 26 416: 71%|####### | 36/51 [00:02<00:01, 13.44it/s]
62/99 0.457G 0.03744 0.05114 0.04871 0.1373 26 416: 75%|#######4 | 38/51 [00:02<00:00, 13.66it/s]
62/99 0.457G 0.03766 0.05214 0.04887 0.1387 152 416: 75%|#######4 | 38/51 [00:02<00:00, 13.66it/s]
62/99 0.457G 0.0376 0.0518 0.04896 0.1383 49 416: 75%|#######4 | 38/51 [00:03<00:00, 13.66it/s]
62/99 0.457G 0.0376 0.0518 0.04896 0.1383 49 416: 78%|#######8 | 40/51 [00:03<00:00, 12.96it/s]
62/99 0.457G 0.03752 0.05146 0.04897 0.138 38 416: 78%|#######8 | 40/51 [00:03<00:00, 12.96it/s]
62/99 0.457G 0.03747 0.05112 0.04909 0.1377 52 416: 78%|#######8 | 40/51 [00:03<00:00, 12.96it/s]
62/99 0.457G 0.03747 0.05112 0.04909 0.1377 52 416: 82%|########2 | 42/51 [00:03<00:00, 12.85it/s]
62/99 0.457G 0.0374 0.05082 0.04915 0.1374 58 416: 82%|########2 | 42/51 [00:03<00:00, 12.85it/s]
62/99 0.457G 0.03744 0.05113 0.04911 0.1377 104 416: 82%|########2 | 42/51 [00:03<00:00, 12.85it/s]
62/99 0.457G 0.03744 0.05113 0.04911 0.1377 104 416: 86%|########6 | 44/51 [00:03<00:00, 13.22it/s]
62/99 0.457G 0.03756 0.0511 0.04916 0.1378 67 416: 86%|########6 | 44/51 [00:03<00:00, 13.22it/s]
62/99 0.457G 0.03746 0.05043 0.04926 0.1372 23 416: 86%|########6 | 44/51 [00:03<00:00, 13.22it/s]
62/99 0.457G 0.03746 0.05043 0.04926 0.1372 23 416: 90%|######### | 46/51 [00:03<00:00, 13.50it/s]
62/99 0.457G 0.03749 0.04995 0.04927 0.1367 27 416: 90%|######### | 46/51 [00:03<00:00, 13.50it/s]
62/99 0.457G 0.03747 0.05004 0.04925 0.1368 90 416: 90%|######### | 46/51 [00:03<00:00, 13.50it/s]
62/99 0.457G 0.03747 0.05004 0.04925 0.1368 90 416: 94%|#########4| 48/51 [00:03<00:00, 13.68it/s]
62/99 0.457G 0.03744 0.04983 0.04937 0.1366 50 416: 94%|#########4| 48/51 [00:03<00:00, 13.68it/s]
62/99 0.457G 0.03745 0.04984 0.04944 0.1367 72 416: 94%|#########4| 48/51 [00:03<00:00, 13.68it/s]
62/99 0.457G 0.03745 0.04984 0.04944 0.1367 72 416: 98%|#########8| 50/51 [00:03<00:00, 12.92it/s]
62/99 0.457G 0.03733 0.05078 0.04914 0.1373 45 416: 98%|#########8| 50/51 [00:03<00:00, 12.92it/s]
62/99 0.457G 0.03733 0.05078 0.04914 0.1373 45 416: 100%|##########| 51/51 [00:03<00:00, 13.37it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.24it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.25it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.20it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.41it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.94it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
63/99 0.457G 0.04112 0.08406 0.05315 0.1783 114 416: 0%| | 0/51 [00:00<?, ?it/s]
63/99 0.457G 0.03977 0.06802 0.05324 0.161 78 416: 0%| | 0/51 [00:00<?, ?it/s]
63/99 0.457G 0.03977 0.06802 0.05324 0.161 78 416: 4%|3 | 2/51 [00:00<00:03, 14.02it/s]
63/99 0.457G 0.03743 0.05821 0.05165 0.1473 54 416: 4%|3 | 2/51 [00:00<00:03, 14.02it/s]
63/99 0.457G 0.03645 0.05026 0.05086 0.1376 36 416: 4%|3 | 2/51 [00:00<00:03, 14.02it/s]
63/99 0.457G 0.03645 0.05026 0.05086 0.1376 36 416: 8%|7 | 4/51 [00:00<00:03, 12.45it/s]
63/99 0.457G 0.03943 0.06119 0.05199 0.1526 195 416: 8%|7 | 4/51 [00:00<00:03, 12.45it/s]
63/99 0.457G 0.03979 0.06376 0.05209 0.1556 128 416: 8%|7 | 4/51 [00:00<00:03, 12.45it/s]
63/99 0.457G 0.03979 0.06376 0.05209 0.1556 128 416: 12%|#1 | 6/51 [00:00<00:03, 13.21it/s]
63/99 0.457G 0.0391 0.06119 0.05192 0.1522 49 416: 12%|#1 | 6/51 [00:00<00:03, 13.21it/s]
63/99 0.457G 0.03949 0.06535 0.0523 0.1571 116 416: 12%|#1 | 6/51 [00:00<00:03, 13.21it/s]
63/99 0.457G 0.03949 0.06535 0.0523 0.1571 116 416: 16%|#5 | 8/51 [00:00<00:03, 13.03it/s]
63/99 0.457G 0.03873 0.06184 0.05213 0.1527 37 416: 16%|#5 | 8/51 [00:00<00:03, 13.03it/s]
63/99 0.457G 0.03793 0.06103 0.05018 0.1491 93 416: 16%|#5 | 8/51 [00:00<00:03, 13.03it/s]
63/99 0.457G 0.03793 0.06103 0.05018 0.1491 93 416: 20%|#9 | 10/51 [00:00<00:03, 13.41it/s]
63/99 0.457G 0.03909 0.0611 0.05059 0.1508 87 416: 20%|#9 | 10/51 [00:00<00:03, 13.41it/s]
63/99 0.457G 0.03955 0.05923 0.05061 0.1494 59 416: 20%|#9 | 10/51 [00:00<00:03, 13.41it/s]
63/99 0.457G 0.03955 0.05923 0.05061 0.1494 59 416: 24%|##3 | 12/51 [00:00<00:02, 13.20it/s]
63/99 0.457G 0.0388 0.05628 0.05069 0.1458 24 416: 24%|##3 | 12/51 [00:00<00:02, 13.20it/s]
63/99 0.457G 0.03879 0.05589 0.05069 0.1454 64 416: 24%|##3 | 12/51 [00:01<00:02, 13.20it/s]
63/99 0.457G 0.03879 0.05589 0.05069 0.1454 64 416: 27%|##7 | 14/51 [00:01<00:02, 13.49it/s]
63/99 0.457G 0.0391 0.05539 0.05106 0.1456 78 416: 27%|##7 | 14/51 [00:01<00:02, 13.49it/s]
63/99 0.457G 0.03915 0.05449 0.05102 0.1447 48 416: 27%|##7 | 14/51 [00:01<00:02, 13.49it/s]
63/99 0.457G 0.03915 0.05449 0.05102 0.1447 48 416: 31%|###1 | 16/51 [00:01<00:02, 12.78it/s]
63/99 0.457G 0.03907 0.05592 0.05101 0.146 135 416: 31%|###1 | 16/51 [00:01<00:02, 12.78it/s]
63/99 0.457G 0.03916 0.05405 0.05132 0.1445 21 416: 31%|###1 | 16/51 [00:01<00:02, 12.78it/s]
63/99 0.457G 0.03916 0.05405 0.05132 0.1445 21 416: 35%|###5 | 18/51 [00:01<00:02, 11.34it/s]
63/99 0.457G 0.03923 0.05373 0.05128 0.1442 64 416: 35%|###5 | 18/51 [00:01<00:02, 11.34it/s]
63/99 0.457G 0.03915 0.05559 0.05117 0.1459 136 416: 35%|###5 | 18/51 [00:01<00:02, 11.34it/s]
63/99 0.457G 0.03915 0.05559 0.05117 0.1459 136 416: 39%|###9 | 20/51 [00:01<00:02, 11.41it/s]
63/99 0.457G 0.03926 0.05658 0.05115 0.147 117 416: 39%|###9 | 20/51 [00:01<00:02, 11.41it/s]
63/99 0.457G 0.03921 0.05562 0.05106 0.1459 54 416: 39%|###9 | 20/51 [00:01<00:02, 11.41it/s]
63/99 0.457G 0.03921 0.05562 0.05106 0.1459 54 416: 43%|####3 | 22/51 [00:01<00:02, 11.79it/s]
63/99 0.457G 0.03936 0.0557 0.05116 0.1462 89 416: 43%|####3 | 22/51 [00:01<00:02, 11.79it/s]
63/99 0.457G 0.03893 0.05483 0.05107 0.1448 51 416: 43%|####3 | 22/51 [00:01<00:02, 11.79it/s]
63/99 0.457G 0.03893 0.05483 0.05107 0.1448 51 416: 47%|####7 | 24/51 [00:01<00:02, 12.07it/s]
63/99 0.457G 0.03871 0.0541 0.05113 0.1439 45 416: 47%|####7 | 24/51 [00:01<00:02, 12.07it/s]
63/99 0.457G 0.03843 0.05298 0.05104 0.1424 32 416: 47%|####7 | 24/51 [00:02<00:02, 12.07it/s]
63/99 0.457G 0.03843 0.05298 0.05104 0.1424 32 416: 51%|##### | 26/51 [00:02<00:01, 12.60it/s]
63/99 0.457G 0.0386 0.05208 0.0509 0.1416 38 416: 51%|##### | 26/51 [00:02<00:01, 12.60it/s]
63/99 0.457G 0.03843 0.05172 0.05036 0.1405 73 416: 51%|##### | 26/51 [00:02<00:01, 12.60it/s]
63/99 0.457G 0.03843 0.05172 0.05036 0.1405 73 416: 55%|#####4 | 28/51 [00:02<00:01, 12.96it/s]
63/99 0.457G 0.03828 0.05206 0.05026 0.1406 87 416: 55%|#####4 | 28/51 [00:02<00:01, 12.96it/s]
63/99 0.457G 0.03821 0.05218 0.05033 0.1407 59 416: 55%|#####4 | 28/51 [00:02<00:01, 12.96it/s]
63/99 0.457G 0.03821 0.05218 0.05033 0.1407 59 416: 59%|#####8 | 30/51 [00:02<00:01, 13.38it/s]
63/99 0.457G 0.03825 0.05162 0.0504 0.1403 38 416: 59%|#####8 | 30/51 [00:02<00:01, 13.38it/s]
63/99 0.457G 0.03828 0.05072 0.05036 0.1394 27 416: 59%|#####8 | 30/51 [00:02<00:01, 13.38it/s]
63/99 0.457G 0.03828 0.05072 0.05036 0.1394 27 416: 63%|######2 | 32/51 [00:02<00:01, 13.19it/s]
63/99 0.457G 0.03828 0.05025 0.05024 0.1388 50 416: 63%|######2 | 32/51 [00:02<00:01, 13.19it/s]
63/99 0.457G 0.03831 0.05033 0.05014 0.1388 79 416: 63%|######2 | 32/51 [00:02<00:01, 13.19it/s]
63/99 0.457G 0.03831 0.05033 0.05014 0.1388 79 416: 67%|######6 | 34/51 [00:02<00:01, 13.46it/s]
63/99 0.457G 0.03859 0.0497 0.05025 0.1385 35 416: 67%|######6 | 34/51 [00:02<00:01, 13.46it/s]
63/99 0.457G 0.03866 0.04987 0.05029 0.1388 87 416: 67%|######6 | 34/51 [00:02<00:01, 13.46it/s]
63/99 0.457G 0.03866 0.04987 0.05029 0.1388 87 416: 71%|####### | 36/51 [00:02<00:01, 12.84it/s]
63/99 0.457G 0.03864 0.04945 0.05046 0.1386 55 416: 71%|####### | 36/51 [00:02<00:01, 12.84it/s]
63/99 0.457G 0.03852 0.0494 0.05051 0.1384 77 416: 71%|####### | 36/51 [00:02<00:01, 12.84it/s]
63/99 0.457G 0.03852 0.0494 0.05051 0.1384 77 416: 75%|#######4 | 38/51 [00:02<00:00, 13.21it/s]
63/99 0.457G 0.03833 0.04897 0.05034 0.1376 50 416: 75%|#######4 | 38/51 [00:03<00:00, 13.21it/s]
63/99 0.457G 0.03825 0.04896 0.0503 0.1375 62 416: 75%|#######4 | 38/51 [00:03<00:00, 13.21it/s]
63/99 0.457G 0.03825 0.04896 0.0503 0.1375 62 416: 78%|#######8 | 40/51 [00:03<00:00, 13.03it/s]
63/99 0.457G 0.03836 0.04892 0.05029 0.1376 43 416: 78%|#######8 | 40/51 [00:03<00:00, 13.03it/s]
63/99 0.457G 0.03831 0.04863 0.05026 0.1372 51 416: 78%|#######8 | 40/51 [00:03<00:00, 13.03it/s]
63/99 0.457G 0.03831 0.04863 0.05026 0.1372 51 416: 82%|########2 | 42/51 [00:03<00:00, 13.79it/s]
63/99 0.457G 0.03819 0.04841 0.05017 0.1368 52 416: 82%|########2 | 42/51 [00:03<00:00, 13.79it/s]
63/99 0.457G 0.03844 0.04837 0.05022 0.137 76 416: 82%|########2 | 42/51 [00:03<00:00, 13.79it/s]
63/99 0.457G 0.03844 0.04837 0.05022 0.137 76 416: 86%|########6 | 44/51 [00:03<00:00, 13.50it/s]
63/99 0.457G 0.03846 0.04835 0.05017 0.137 59 416: 86%|########6 | 44/51 [00:03<00:00, 13.50it/s]
63/99 0.457G 0.03831 0.04809 0.05013 0.1365 46 416: 86%|########6 | 44/51 [00:03<00:00, 13.50it/s]
63/99 0.457G 0.03831 0.04809 0.05013 0.1365 46 416: 90%|######### | 46/51 [00:03<00:00, 13.69it/s]
63/99 0.457G 0.03838 0.04832 0.0501 0.1368 65 416: 90%|######### | 46/51 [00:03<00:00, 13.69it/s]
63/99 0.457G 0.03836 0.04853 0.05006 0.137 95 416: 90%|######### | 46/51 [00:03<00:00, 13.69it/s]
63/99 0.457G 0.03836 0.04853 0.05006 0.137 95 416: 94%|#########4| 48/51 [00:03<00:00, 13.97it/s]
63/99 0.457G 0.03843 0.04851 0.05013 0.1371 57 416: 94%|#########4| 48/51 [00:03<00:00, 13.97it/s]
63/99 0.457G 0.03829 0.04819 0.04999 0.1365 42 416: 94%|#########4| 48/51 [00:03<00:00, 13.97it/s]
63/99 0.457G 0.03829 0.04819 0.04999 0.1365 42 416: 98%|#########8| 50/51 [00:03<00:00, 14.02it/s]
63/99 0.457G 0.03809 0.04767 0.04981 0.1356 8 416: 98%|#########8| 50/51 [00:03<00:00, 14.02it/s]
63/99 0.457G 0.03809 0.04767 0.04981 0.1356 8 416: 100%|##########| 51/51 [00:03<00:00, 13.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.97it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.72it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.65it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.63it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.41it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
64/99 0.457G 0.04244 0.03116 0.05336 0.127 42 416: 0%| | 0/51 [00:00<?, ?it/s]
64/99 0.457G 0.04244 0.03116 0.05336 0.127 42 416: 2%|1 | 1/51 [00:00<00:05, 9.11it/s]
64/99 0.457G 0.04052 0.03154 0.053 0.1251 45 416: 2%|1 | 1/51 [00:00<00:05, 9.11it/s]
64/99 0.457G 0.03992 0.03896 0.05146 0.1303 76 416: 2%|1 | 1/51 [00:00<00:05, 9.11it/s]
64/99 0.457G 0.03992 0.03896 0.05146 0.1303 76 416: 6%|5 | 3/51 [00:00<00:04, 11.23it/s]
64/99 0.457G 0.04055 0.03629 0.0513 0.1281 40 416: 6%|5 | 3/51 [00:00<00:04, 11.23it/s]
64/99 0.457G 0.04033 0.03562 0.05099 0.1269 33 416: 6%|5 | 3/51 [00:00<00:04, 11.23it/s]
64/99 0.457G 0.04033 0.03562 0.05099 0.1269 33 416: 10%|9 | 5/51 [00:00<00:03, 12.12it/s]
64/99 0.457G 0.04056 0.03799 0.05072 0.1293 82 416: 10%|9 | 5/51 [00:00<00:03, 12.12it/s]
64/99 0.457G 0.03955 0.03691 0.05065 0.1271 33 416: 10%|9 | 5/51 [00:00<00:03, 12.12it/s]
64/99 0.457G 0.03955 0.03691 0.05065 0.1271 33 416: 14%|#3 | 7/51 [00:00<00:03, 12.57it/s]
64/99 0.457G 0.03922 0.03538 0.05043 0.125 35 416: 14%|#3 | 7/51 [00:00<00:03, 12.57it/s]
64/99 0.457G 0.03891 0.03755 0.04995 0.1264 77 416: 14%|#3 | 7/51 [00:00<00:03, 12.57it/s]
64/99 0.457G 0.03891 0.03755 0.04995 0.1264 77 416: 18%|#7 | 9/51 [00:00<00:03, 12.78it/s]
64/99 0.457G 0.03864 0.03753 0.04986 0.126 52 416: 18%|#7 | 9/51 [00:00<00:03, 12.78it/s]
64/99 0.457G 0.03883 0.0418 0.04993 0.1306 110 416: 18%|#7 | 9/51 [00:00<00:03, 12.78it/s]
64/99 0.457G 0.03883 0.0418 0.04993 0.1306 110 416: 22%|##1 | 11/51 [00:00<00:03, 12.77it/s]
64/99 0.457G 0.03879 0.04214 0.05005 0.131 43 416: 22%|##1 | 11/51 [00:00<00:03, 12.77it/s]
64/99 0.457G 0.03907 0.0447 0.05038 0.1341 102 416: 22%|##1 | 11/51 [00:01<00:03, 12.77it/s]
64/99 0.457G 0.03907 0.0447 0.05038 0.1341 102 416: 25%|##5 | 13/51 [00:01<00:02, 13.20it/s]
64/99 0.457G 0.03932 0.04753 0.05044 0.1373 133 416: 25%|##5 | 13/51 [00:01<00:02, 13.20it/s]
64/99 0.457G 0.03961 0.04816 0.05033 0.1381 84 416: 25%|##5 | 13/51 [00:01<00:02, 13.20it/s]
64/99 0.457G 0.03961 0.04816 0.05033 0.1381 84 416: 29%|##9 | 15/51 [00:01<00:02, 13.45it/s]
64/99 0.457G 0.03993 0.04649 0.05006 0.1365 24 416: 29%|##9 | 15/51 [00:01<00:02, 13.45it/s]
64/99 0.457G 0.04011 0.04812 0.05026 0.1385 118 416: 29%|##9 | 15/51 [00:01<00:02, 13.45it/s]
64/99 0.457G 0.04011 0.04812 0.05026 0.1385 118 416: 33%|###3 | 17/51 [00:01<00:02, 12.30it/s]
64/99 0.457G 0.04044 0.04975 0.0503 0.1405 114 416: 33%|###3 | 17/51 [00:01<00:02, 12.30it/s]
64/99 0.457G 0.04031 0.04871 0.05018 0.1392 33 416: 33%|###3 | 17/51 [00:01<00:02, 12.30it/s]
64/99 0.457G 0.04031 0.04871 0.05018 0.1392 33 416: 37%|###7 | 19/51 [00:01<00:02, 12.51it/s]
64/99 0.457G 0.0409 0.04895 0.05043 0.1403 81 416: 37%|###7 | 19/51 [00:01<00:02, 12.51it/s]
64/99 0.457G 0.04072 0.04876 0.05037 0.1399 48 416: 37%|###7 | 19/51 [00:01<00:02, 12.51it/s]
64/99 0.457G 0.04072 0.04876 0.05037 0.1399 48 416: 41%|####1 | 21/51 [00:01<00:02, 12.98it/s]
64/99 0.457G 0.04071 0.04879 0.05036 0.1399 71 416: 41%|####1 | 21/51 [00:01<00:02, 12.98it/s]
64/99 0.457G 0.04059 0.04915 0.05045 0.1402 79 416: 41%|####1 | 21/51 [00:01<00:02, 12.98it/s]
64/99 0.457G 0.04059 0.04915 0.05045 0.1402 79 416: 45%|####5 | 23/51 [00:01<00:02, 13.29it/s]
64/99 0.457G 0.0406 0.04889 0.05046 0.1399 69 416: 45%|####5 | 23/51 [00:01<00:02, 13.29it/s]
64/99 0.457G 0.04042 0.05019 0.05037 0.141 100 416: 45%|####5 | 23/51 [00:01<00:02, 13.29it/s]
64/99 0.457G 0.04042 0.05019 0.05037 0.141 100 416: 49%|####9 | 25/51 [00:01<00:01, 13.15it/s]
64/99 0.457G 0.04049 0.0499 0.05031 0.1407 55 416: 49%|####9 | 25/51 [00:02<00:01, 13.15it/s]
64/99 0.457G 0.04065 0.04969 0.05033 0.1407 55 416: 49%|####9 | 25/51 [00:02<00:01, 13.15it/s]
64/99 0.457G 0.04065 0.04969 0.05033 0.1407 55 416: 53%|#####2 | 27/51 [00:02<00:01, 13.45it/s]
64/99 0.457G 0.04092 0.04919 0.05057 0.1407 63 416: 53%|#####2 | 27/51 [00:02<00:01, 13.45it/s]
64/99 0.457G 0.04073 0.0486 0.05058 0.1399 32 416: 53%|#####2 | 27/51 [00:02<00:01, 13.45it/s]
64/99 0.457G 0.04073 0.0486 0.05058 0.1399 32 416: 57%|#####6 | 29/51 [00:02<00:01, 13.61it/s]
64/99 0.457G 0.04066 0.04904 0.05059 0.1403 89 416: 57%|#####6 | 29/51 [00:02<00:01, 13.61it/s]
64/99 0.457G 0.0406 0.04953 0.0505 0.1406 84 416: 57%|#####6 | 29/51 [00:02<00:01, 13.61it/s]
64/99 0.457G 0.0406 0.04953 0.0505 0.1406 84 416: 61%|###### | 31/51 [00:02<00:01, 13.78it/s]
64/99 0.457G 0.04068 0.04967 0.05045 0.1408 87 416: 61%|###### | 31/51 [00:02<00:01, 13.78it/s]
64/99 0.457G 0.04065 0.05066 0.0504 0.1417 140 416: 61%|###### | 31/51 [00:02<00:01, 13.78it/s]
64/99 0.457G 0.04065 0.05066 0.0504 0.1417 140 416: 65%|######4 | 33/51 [00:02<00:01, 13.45it/s]
64/99 0.457G 0.04041 0.05034 0.05023 0.141 50 416: 65%|######4 | 33/51 [00:02<00:01, 13.45it/s]
64/99 0.457G 0.0399 0.05077 0.04972 0.1404 102 416: 65%|######4 | 33/51 [00:02<00:01, 13.45it/s]
64/99 0.457G 0.0399 0.05077 0.04972 0.1404 102 416: 69%|######8 | 35/51 [00:02<00:01, 13.66it/s]
64/99 0.457G 0.03966 0.05033 0.04968 0.1397 42 416: 69%|######8 | 35/51 [00:02<00:01, 13.66it/s]
64/99 0.457G 0.03964 0.04977 0.04971 0.1391 38 416: 69%|######8 | 35/51 [00:02<00:01, 13.66it/s]
64/99 0.457G 0.03964 0.04977 0.04971 0.1391 38 416: 73%|#######2 | 37/51 [00:02<00:01, 13.80it/s]
64/99 0.457G 0.03966 0.04948 0.04978 0.1389 56 416: 73%|#######2 | 37/51 [00:02<00:01, 13.80it/s]
64/99 0.457G 0.0395 0.04911 0.04977 0.1384 56 416: 73%|#######2 | 37/51 [00:02<00:01, 13.80it/s]
64/99 0.457G 0.0395 0.04911 0.04977 0.1384 56 416: 76%|#######6 | 39/51 [00:02<00:00, 13.47it/s]
64/99 0.457G 0.03926 0.04924 0.04943 0.1379 83 416: 76%|#######6 | 39/51 [00:03<00:00, 13.47it/s]
64/99 0.457G 0.03929 0.04956 0.04947 0.1383 68 416: 76%|#######6 | 39/51 [00:03<00:00, 13.47it/s]
64/99 0.457G 0.03929 0.04956 0.04947 0.1383 68 416: 80%|######## | 41/51 [00:03<00:00, 14.12it/s]
64/99 0.457G 0.03911 0.04962 0.04913 0.1379 103 416: 80%|######## | 41/51 [00:03<00:00, 14.12it/s]
64/99 0.457G 0.03902 0.04926 0.04918 0.1375 52 416: 80%|######## | 41/51 [00:03<00:00, 14.12it/s]
64/99 0.457G 0.03902 0.04926 0.04918 0.1375 52 416: 84%|########4 | 43/51 [00:03<00:00, 14.10it/s]
64/99 0.457G 0.0391 0.04931 0.04937 0.1378 79 416: 84%|########4 | 43/51 [00:03<00:00, 14.10it/s]
64/99 0.457G 0.0392 0.04911 0.0495 0.1378 64 416: 84%|########4 | 43/51 [00:03<00:00, 14.10it/s]
64/99 0.457G 0.0392 0.04911 0.0495 0.1378 64 416: 88%|########8 | 45/51 [00:03<00:00, 14.13it/s]
64/99 0.457G 0.03914 0.0494 0.04957 0.1381 86 416: 88%|########8 | 45/51 [00:03<00:00, 14.13it/s]
64/99 0.457G 0.03908 0.04977 0.04958 0.1384 111 416: 88%|########8 | 45/51 [00:03<00:00, 14.13it/s]
64/99 0.457G 0.03908 0.04977 0.04958 0.1384 111 416: 92%|#########2| 47/51 [00:03<00:00, 14.13it/s]
64/99 0.457G 0.03906 0.04973 0.04957 0.1384 76 416: 92%|#########2| 47/51 [00:03<00:00, 14.13it/s]
64/99 0.457G 0.03901 0.04941 0.04955 0.138 43 416: 92%|#########2| 47/51 [00:03<00:00, 14.13it/s]
64/99 0.457G 0.03901 0.04941 0.04955 0.138 43 416: 96%|#########6| 49/51 [00:03<00:00, 13.16it/s]
64/99 0.457G 0.03888 0.0492 0.0496 0.1377 49 416: 96%|#########6| 49/51 [00:03<00:00, 13.16it/s]
64/99 0.457G 0.03896 0.04905 0.04935 0.1374 17 416: 96%|#########6| 49/51 [00:03<00:00, 13.16it/s]
64/99 0.457G 0.03896 0.04905 0.04935 0.1374 17 416: 100%|##########| 51/51 [00:03<00:00, 13.55it/s]
64/99 0.457G 0.03896 0.04905 0.04935 0.1374 17 416: 100%|##########| 51/51 [00:03<00:00, 13.28it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.55it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.50it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.99it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.40it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
65/99 0.457G 0.04345 0.03608 0.04937 0.1289 58 416: 0%| | 0/51 [00:00<?, ?it/s]
65/99 0.457G 0.0472 0.06175 0.04884 0.1578 158 416: 0%| | 0/51 [00:00<?, ?it/s]
65/99 0.457G 0.0472 0.06175 0.04884 0.1578 158 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
65/99 0.457G 0.04325 0.0549 0.05005 0.1482 65 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
65/99 0.457G 0.04201 0.04731 0.04945 0.1388 33 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
65/99 0.457G 0.04201 0.04731 0.04945 0.1388 33 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
65/99 0.457G 0.04095 0.05392 0.04967 0.1445 104 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
65/99 0.457G 0.04022 0.05188 0.05008 0.1422 54 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
65/99 0.457G 0.04022 0.05188 0.05008 0.1422 54 416: 12%|#1 | 6/51 [00:00<00:03, 13.74it/s]
65/99 0.457G 0.04053 0.05457 0.05045 0.1456 102 416: 12%|#1 | 6/51 [00:00<00:03, 13.74it/s]
65/99 0.457G 0.04156 0.05747 0.05098 0.15 128 416: 12%|#1 | 6/51 [00:00<00:03, 13.74it/s]
65/99 0.457G 0.04156 0.05747 0.05098 0.15 128 416: 16%|#5 | 8/51 [00:00<00:03, 13.45it/s]
65/99 0.457G 0.04083 0.05764 0.0507 0.1492 88 416: 16%|#5 | 8/51 [00:00<00:03, 13.45it/s]
65/99 0.457G 0.04071 0.05401 0.05023 0.1449 32 416: 16%|#5 | 8/51 [00:00<00:03, 13.45it/s]
65/99 0.457G 0.04071 0.05401 0.05023 0.1449 32 416: 20%|#9 | 10/51 [00:00<00:02, 13.71it/s]
65/99 0.457G 0.04045 0.05258 0.05005 0.1431 58 416: 20%|#9 | 10/51 [00:00<00:02, 13.71it/s]
65/99 0.457G 0.03986 0.05058 0.04981 0.1403 36 416: 20%|#9 | 10/51 [00:00<00:02, 13.71it/s]
65/99 0.457G 0.03986 0.05058 0.04981 0.1403 36 416: 24%|##3 | 12/51 [00:00<00:02, 13.36it/s]
65/99 0.457G 0.03991 0.0537 0.05027 0.1439 128 416: 24%|##3 | 12/51 [00:00<00:02, 13.36it/s]
65/99 0.457G 0.03985 0.05138 0.05012 0.1414 15 416: 24%|##3 | 12/51 [00:01<00:02, 13.36it/s]
65/99 0.457G 0.03985 0.05138 0.05012 0.1414 15 416: 27%|##7 | 14/51 [00:01<00:02, 12.75it/s]
65/99 0.457G 0.04003 0.05087 0.0501 0.141 69 416: 27%|##7 | 14/51 [00:01<00:02, 12.75it/s]
65/99 0.457G 0.03978 0.05112 0.04997 0.1409 87 416: 27%|##7 | 14/51 [00:01<00:02, 12.75it/s]
65/99 0.457G 0.03978 0.05112 0.04997 0.1409 87 416: 31%|###1 | 16/51 [00:01<00:02, 13.16it/s]
65/99 0.457G 0.03947 0.05246 0.04994 0.1419 91 416: 31%|###1 | 16/51 [00:01<00:02, 13.16it/s]
65/99 0.457G 0.03903 0.051 0.04966 0.1397 34 416: 31%|###1 | 16/51 [00:01<00:02, 13.16it/s]
65/99 0.457G 0.03903 0.051 0.04966 0.1397 34 416: 35%|###5 | 18/51 [00:01<00:02, 13.46it/s]
65/99 0.457G 0.03932 0.05218 0.04972 0.1412 119 416: 35%|###5 | 18/51 [00:01<00:02, 13.46it/s]
65/99 0.457G 0.03905 0.05245 0.04974 0.1412 88 416: 35%|###5 | 18/51 [00:01<00:02, 13.46it/s]
65/99 0.457G 0.03905 0.05245 0.04974 0.1412 88 416: 39%|###9 | 20/51 [00:01<00:02, 13.63it/s]
65/99 0.457G 0.03921 0.05209 0.04979 0.1411 56 416: 39%|###9 | 20/51 [00:01<00:02, 13.63it/s]
65/99 0.457G 0.03964 0.05143 0.04966 0.1407 62 416: 39%|###9 | 20/51 [00:01<00:02, 13.63it/s]
65/99 0.457G 0.03964 0.05143 0.04966 0.1407 62 416: 43%|####3 | 22/51 [00:01<00:02, 13.35it/s]
65/99 0.457G 0.04007 0.05368 0.04976 0.1435 86 416: 43%|####3 | 22/51 [00:01<00:02, 13.35it/s]
65/99 0.457G 0.03952 0.05202 0.04941 0.141 18 416: 43%|####3 | 22/51 [00:01<00:02, 13.35it/s]
65/99 0.457G 0.03952 0.05202 0.04941 0.141 18 416: 47%|####7 | 24/51 [00:01<00:01, 13.58it/s]
65/99 0.457G 0.03963 0.052 0.04945 0.1411 70 416: 47%|####7 | 24/51 [00:01<00:01, 13.58it/s]
65/99 0.457G 0.03977 0.05129 0.04943 0.1405 46 416: 47%|####7 | 24/51 [00:01<00:01, 13.58it/s]
65/99 0.457G 0.03977 0.05129 0.04943 0.1405 46 416: 51%|##### | 26/51 [00:01<00:01, 12.92it/s]
65/99 0.457G 0.0399 0.05069 0.0494 0.14 44 416: 51%|##### | 26/51 [00:02<00:01, 12.92it/s]
65/99 0.457G 0.04008 0.05087 0.04944 0.1404 55 416: 51%|##### | 26/51 [00:02<00:01, 12.92it/s]
65/99 0.457G 0.04008 0.05087 0.04944 0.1404 55 416: 55%|#####4 | 28/51 [00:02<00:01, 13.27it/s]
65/99 0.457G 0.03987 0.05008 0.04963 0.1396 41 416: 55%|#####4 | 28/51 [00:02<00:01, 13.27it/s]
65/99 0.457G 0.03978 0.05017 0.04976 0.1397 78 416: 55%|#####4 | 28/51 [00:02<00:01, 13.27it/s]
65/99 0.457G 0.03978 0.05017 0.04976 0.1397 78 416: 59%|#####8 | 30/51 [00:02<00:01, 12.72it/s]
65/99 0.457G 0.04003 0.04948 0.04993 0.1394 33 416: 59%|#####8 | 30/51 [00:02<00:01, 12.72it/s]
65/99 0.457G 0.03999 0.04949 0.04983 0.1393 77 416: 59%|#####8 | 30/51 [00:02<00:01, 12.72it/s]
65/99 0.457G 0.03999 0.04949 0.04983 0.1393 77 416: 63%|######2 | 32/51 [00:02<00:01, 13.12it/s]
65/99 0.457G 0.04008 0.04918 0.05001 0.1393 49 416: 63%|######2 | 32/51 [00:02<00:01, 13.12it/s]
65/99 0.457G 0.04024 0.04976 0.05012 0.1401 109 416: 63%|######2 | 32/51 [00:02<00:01, 13.12it/s]
65/99 0.457G 0.04024 0.04976 0.05012 0.1401 109 416: 67%|######6 | 34/51 [00:02<00:01, 13.37it/s]
65/99 0.457G 0.04013 0.04976 0.05021 0.1401 63 416: 67%|######6 | 34/51 [00:02<00:01, 13.37it/s]
65/99 0.457G 0.04007 0.04974 0.05018 0.14 75 416: 67%|######6 | 34/51 [00:02<00:01, 13.37it/s]
65/99 0.457G 0.04007 0.04974 0.05018 0.14 75 416: 71%|####### | 36/51 [00:02<00:01, 13.19it/s]
65/99 0.457G 0.04022 0.05004 0.05017 0.1404 94 416: 71%|####### | 36/51 [00:02<00:01, 13.19it/s]
65/99 0.457G 0.03998 0.05001 0.05007 0.1401 62 416: 71%|####### | 36/51 [00:02<00:01, 13.19it/s]
65/99 0.457G 0.03998 0.05001 0.05007 0.1401 62 416: 75%|#######4 | 38/51 [00:02<00:00, 13.47it/s]
65/99 0.457G 0.04016 0.05123 0.0501 0.1415 175 416: 75%|#######4 | 38/51 [00:02<00:00, 13.47it/s]
65/99 0.457G 0.04001 0.05178 0.04967 0.1415 121 416: 75%|#######4 | 38/51 [00:02<00:00, 13.47it/s]
65/99 0.457G 0.04001 0.05178 0.04967 0.1415 121 416: 78%|#######8 | 40/51 [00:02<00:00, 13.67it/s]
65/99 0.457G 0.04006 0.05141 0.04975 0.1412 51 416: 78%|#######8 | 40/51 [00:03<00:00, 13.67it/s]
65/99 0.457G 0.04022 0.051 0.04982 0.141 51 416: 78%|#######8 | 40/51 [00:03<00:00, 13.67it/s]
65/99 0.457G 0.04022 0.051 0.04982 0.141 51 416: 82%|########2 | 42/51 [00:03<00:00, 13.82it/s]
65/99 0.457G 0.04025 0.05052 0.04988 0.1406 42 416: 82%|########2 | 42/51 [00:03<00:00, 13.82it/s]
65/99 0.457G 0.0404 0.05063 0.04995 0.141 96 416: 82%|########2 | 42/51 [00:03<00:00, 13.82it/s]
65/99 0.457G 0.0404 0.05063 0.04995 0.141 96 416: 86%|########6 | 44/51 [00:03<00:00, 13.60it/s]
65/99 0.457G 0.04042 0.04988 0.04978 0.1401 17 416: 86%|########6 | 44/51 [00:03<00:00, 13.60it/s]
65/99 0.457G 0.04034 0.04992 0.04978 0.14 70 416: 86%|########6 | 44/51 [00:03<00:00, 13.60it/s]
65/99 0.457G 0.04034 0.04992 0.04978 0.14 70 416: 90%|######### | 46/51 [00:03<00:00, 13.18it/s]
65/99 0.457G 0.04051 0.05034 0.04985 0.1407 94 416: 90%|######### | 46/51 [00:03<00:00, 13.18it/s]
65/99 0.457G 0.04035 0.04971 0.04981 0.1399 24 416: 90%|######### | 46/51 [00:03<00:00, 13.18it/s]
65/99 0.457G 0.04035 0.04971 0.04981 0.1399 24 416: 94%|#########4| 48/51 [00:03<00:00, 13.46it/s]
65/99 0.457G 0.04044 0.04971 0.04988 0.14 59 416: 94%|#########4| 48/51 [00:03<00:00, 13.46it/s]
65/99 0.457G 0.04067 0.04987 0.04992 0.1405 67 416: 94%|#########4| 48/51 [00:03<00:00, 13.46it/s]
65/99 0.457G 0.04067 0.04987 0.04992 0.1405 67 416: 98%|#########8| 50/51 [00:03<00:00, 13.24it/s]
65/99 0.457G 0.04058 0.04959 0.04986 0.14 10 416: 98%|#########8| 50/51 [00:03<00:00, 13.24it/s]
65/99 0.457G 0.04058 0.04959 0.04986 0.14 10 416: 100%|##########| 51/51 [00:03<00:00, 13.37it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 25%|##5 | 2/8 [00:00<00:00, 11.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 10.75it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 10.64it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.98it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.07it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
66/99 0.457G 0.03535 0.05373 0.04902 0.1381 60 416: 0%| | 0/51 [00:00<?, ?it/s]
66/99 0.457G 0.04339 0.04904 0.05116 0.1436 58 416: 0%| | 0/51 [00:00<?, ?it/s]
66/99 0.457G 0.04339 0.04904 0.05116 0.1436 58 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
66/99 0.457G 0.04701 0.04742 0.05254 0.147 55 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
66/99 0.457G 0.04284 0.04423 0.05456 0.1416 53 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
66/99 0.457G 0.04284 0.04423 0.05456 0.1416 53 416: 8%|7 | 4/51 [00:00<00:03, 13.29it/s]
66/99 0.457G 0.04146 0.04429 0.05303 0.1388 58 416: 8%|7 | 4/51 [00:00<00:03, 13.29it/s]
66/99 0.457G 0.04072 0.04261 0.05318 0.1365 32 416: 8%|7 | 4/51 [00:00<00:03, 13.29it/s]
66/99 0.457G 0.04072 0.04261 0.05318 0.1365 32 416: 12%|#1 | 6/51 [00:00<00:03, 13.69it/s]
66/99 0.457G 0.04231 0.04383 0.05292 0.1391 60 416: 12%|#1 | 6/51 [00:00<00:03, 13.69it/s]
66/99 0.457G 0.04303 0.04715 0.05256 0.1427 89 416: 12%|#1 | 6/51 [00:00<00:03, 13.69it/s]
66/99 0.457G 0.04303 0.04715 0.05256 0.1427 89 416: 16%|#5 | 8/51 [00:00<00:03, 13.86it/s]
66/99 0.457G 0.04371 0.0465 0.05269 0.1429 63 416: 16%|#5 | 8/51 [00:00<00:03, 13.86it/s]
66/99 0.457G 0.04362 0.04765 0.05264 0.1439 77 416: 16%|#5 | 8/51 [00:00<00:03, 13.86it/s]
66/99 0.457G 0.04362 0.04765 0.05264 0.1439 77 416: 20%|#9 | 10/51 [00:00<00:03, 13.40it/s]
66/99 0.457G 0.0432 0.04761 0.05226 0.1431 56 416: 20%|#9 | 10/51 [00:00<00:03, 13.40it/s]
66/99 0.457G 0.04223 0.04538 0.05212 0.1397 24 416: 20%|#9 | 10/51 [00:00<00:03, 13.40it/s]
66/99 0.457G 0.04223 0.04538 0.05212 0.1397 24 416: 24%|##3 | 12/51 [00:00<00:03, 12.31it/s]
66/99 0.457G 0.04136 0.0454 0.05202 0.1388 54 416: 24%|##3 | 12/51 [00:01<00:03, 12.31it/s]
66/99 0.457G 0.04134 0.04495 0.0508 0.1371 83 416: 24%|##3 | 12/51 [00:01<00:03, 12.31it/s]
66/99 0.457G 0.04134 0.04495 0.0508 0.1371 83 416: 27%|##7 | 14/51 [00:01<00:02, 12.85it/s]
66/99 0.457G 0.04183 0.0473 0.05102 0.1401 139 416: 27%|##7 | 14/51 [00:01<00:02, 12.85it/s]
66/99 0.457G 0.04169 0.04849 0.05108 0.1413 96 416: 27%|##7 | 14/51 [00:01<00:02, 12.85it/s]
66/99 0.457G 0.04169 0.04849 0.05108 0.1413 96 416: 31%|###1 | 16/51 [00:01<00:02, 13.25it/s]
66/99 0.457G 0.04142 0.04882 0.05096 0.1412 50 416: 31%|###1 | 16/51 [00:01<00:02, 13.25it/s]
66/99 0.457G 0.04124 0.04819 0.05055 0.14 60 416: 31%|###1 | 16/51 [00:01<00:02, 13.25it/s]
66/99 0.457G 0.04124 0.04819 0.05055 0.14 60 416: 35%|###5 | 18/51 [00:01<00:02, 13.08it/s]
66/99 0.457G 0.04154 0.04891 0.05065 0.1411 103 416: 35%|###5 | 18/51 [00:01<00:02, 13.08it/s]
66/99 0.457G 0.04126 0.04815 0.05052 0.1399 45 416: 35%|###5 | 18/51 [00:01<00:02, 13.08it/s]
66/99 0.457G 0.04126 0.04815 0.05052 0.1399 45 416: 39%|###9 | 20/51 [00:01<00:02, 13.40it/s]
66/99 0.457G 0.04131 0.04777 0.0505 0.1396 44 416: 39%|###9 | 20/51 [00:01<00:02, 13.40it/s]
66/99 0.457G 0.04112 0.0474 0.05039 0.1389 58 416: 39%|###9 | 20/51 [00:01<00:02, 13.40it/s]
66/99 0.457G 0.04112 0.0474 0.05039 0.1389 58 416: 43%|####3 | 22/51 [00:01<00:02, 13.63it/s]
66/99 0.457G 0.04109 0.0479 0.05035 0.1393 101 416: 43%|####3 | 22/51 [00:01<00:02, 13.63it/s]
66/99 0.457G 0.0408 0.04797 0.05041 0.1392 51 416: 43%|####3 | 22/51 [00:01<00:02, 13.63it/s]
66/99 0.457G 0.0408 0.04797 0.05041 0.1392 51 416: 47%|####7 | 24/51 [00:01<00:01, 13.73it/s]
66/99 0.457G 0.04091 0.04839 0.05044 0.1397 91 416: 47%|####7 | 24/51 [00:01<00:01, 13.73it/s]
66/99 0.457G 0.04069 0.04878 0.05025 0.1397 99 416: 47%|####7 | 24/51 [00:01<00:01, 13.73it/s]
66/99 0.457G 0.04069 0.04878 0.05025 0.1397 99 416: 51%|##### | 26/51 [00:01<00:01, 13.86it/s]
66/99 0.457G 0.04063 0.04826 0.05024 0.1391 45 416: 51%|##### | 26/51 [00:02<00:01, 13.86it/s]
66/99 0.457G 0.04028 0.04764 0.05018 0.1381 32 416: 51%|##### | 26/51 [00:02<00:01, 13.86it/s]
66/99 0.457G 0.04028 0.04764 0.05018 0.1381 32 416: 55%|#####4 | 28/51 [00:02<00:01, 12.69it/s]
66/99 0.457G 0.04035 0.0469 0.05026 0.1375 37 416: 55%|#####4 | 28/51 [00:02<00:01, 12.69it/s]
66/99 0.457G 0.04041 0.04696 0.05026 0.1376 80 416: 55%|#####4 | 28/51 [00:02<00:01, 12.69it/s]
66/99 0.457G 0.04041 0.04696 0.05026 0.1376 80 416: 59%|#####8 | 30/51 [00:02<00:01, 13.09it/s]
66/99 0.457G 0.04035 0.04745 0.05021 0.138 93 416: 59%|#####8 | 30/51 [00:02<00:01, 13.09it/s]
66/99 0.457G 0.0405 0.04723 0.05023 0.138 54 416: 59%|#####8 | 30/51 [00:02<00:01, 13.09it/s]
66/99 0.457G 0.0405 0.04723 0.05023 0.138 54 416: 63%|######2 | 32/51 [00:02<00:01, 13.41it/s]
66/99 0.457G 0.04036 0.04683 0.05013 0.1373 53 416: 63%|######2 | 32/51 [00:02<00:01, 13.41it/s]
66/99 0.457G 0.04035 0.04778 0.05015 0.1383 111 416: 63%|######2 | 32/51 [00:02<00:01, 13.41it/s]
66/99 0.457G 0.04035 0.04778 0.05015 0.1383 111 416: 67%|######6 | 34/51 [00:02<00:01, 13.63it/s]
66/99 0.457G 0.04024 0.04805 0.05014 0.1384 97 416: 67%|######6 | 34/51 [00:02<00:01, 13.63it/s]
66/99 0.457G 0.03992 0.04774 0.05009 0.1377 60 416: 67%|######6 | 34/51 [00:02<00:01, 13.63it/s]
66/99 0.457G 0.03992 0.04774 0.05009 0.1377 60 416: 71%|####### | 36/51 [00:02<00:01, 13.51it/s]
66/99 0.457G 0.03964 0.0475 0.05012 0.1373 56 416: 71%|####### | 36/51 [00:02<00:01, 13.51it/s]
66/99 0.457G 0.03938 0.04713 0.0501 0.1366 48 416: 71%|####### | 36/51 [00:02<00:01, 13.51it/s]
66/99 0.457G 0.03938 0.04713 0.0501 0.1366 48 416: 75%|#######4 | 38/51 [00:02<00:00, 13.86it/s]
66/99 0.457G 0.03926 0.04674 0.05005 0.1361 37 416: 75%|#######4 | 38/51 [00:02<00:00, 13.86it/s]
66/99 0.457G 0.0393 0.0475 0.05011 0.1369 110 416: 75%|#######4 | 38/51 [00:02<00:00, 13.86it/s]
66/99 0.457G 0.0393 0.0475 0.05011 0.1369 110 416: 78%|#######8 | 40/51 [00:02<00:00, 13.94it/s]
66/99 0.457G 0.0391 0.04751 0.05003 0.1366 72 416: 78%|#######8 | 40/51 [00:03<00:00, 13.94it/s]
66/99 0.457G 0.03899 0.04739 0.05001 0.1364 54 416: 78%|#######8 | 40/51 [00:03<00:00, 13.94it/s]
66/99 0.457G 0.03899 0.04739 0.05001 0.1364 54 416: 82%|########2 | 42/51 [00:03<00:00, 13.57it/s]
66/99 0.457G 0.03903 0.04716 0.05009 0.1363 61 416: 82%|########2 | 42/51 [00:03<00:00, 13.57it/s]
66/99 0.457G 0.03918 0.04742 0.05011 0.1367 84 416: 82%|########2 | 42/51 [00:03<00:00, 13.57it/s]
66/99 0.457G 0.03918 0.04742 0.05011 0.1367 84 416: 86%|########6 | 44/51 [00:03<00:00, 12.90it/s]
66/99 0.457G 0.0393 0.04752 0.05002 0.1368 95 416: 86%|########6 | 44/51 [00:03<00:00, 12.90it/s]
66/99 0.457G 0.03927 0.04716 0.05 0.1364 50 416: 86%|########6 | 44/51 [00:03<00:00, 12.90it/s]
66/99 0.457G 0.03927 0.04716 0.05 0.1364 50 416: 90%|######### | 46/51 [00:03<00:00, 12.86it/s]
66/99 0.457G 0.03926 0.04761 0.05005 0.1369 105 416: 90%|######### | 46/51 [00:03<00:00, 12.86it/s]
66/99 0.457G 0.03935 0.0472 0.05008 0.1366 48 416: 90%|######### | 46/51 [00:03<00:00, 12.86it/s]
66/99 0.457G 0.03935 0.0472 0.05008 0.1366 48 416: 94%|#########4| 48/51 [00:03<00:00, 13.50it/s]
66/99 0.457G 0.03933 0.0473 0.04993 0.1366 91 416: 94%|#########4| 48/51 [00:03<00:00, 13.50it/s]
66/99 0.457G 0.03922 0.04749 0.04992 0.1366 84 416: 94%|#########4| 48/51 [00:03<00:00, 13.50it/s]
66/99 0.457G 0.03922 0.04749 0.04992 0.1366 84 416: 98%|#########8| 50/51 [00:03<00:00, 13.66it/s]
66/99 0.457G 0.03925 0.04783 0.04995 0.137 15 416: 98%|#########8| 50/51 [00:03<00:00, 13.66it/s]
66/99 0.457G 0.03925 0.04783 0.04995 0.137 15 416: 100%|##########| 51/51 [00:03<00:00, 13.38it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.55it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.58it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.04it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.44it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
67/99 0.457G 0.03479 0.03386 0.05327 0.1219 52 416: 0%| | 0/51 [00:00<?, ?it/s]
67/99 0.457G 0.035 0.03819 0.05036 0.1236 76 416: 0%| | 0/51 [00:00<?, ?it/s]
67/99 0.457G 0.035 0.03819 0.05036 0.1236 76 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
67/99 0.457G 0.03111 0.03754 0.04499 0.1136 64 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
67/99 0.457G 0.03176 0.03666 0.04704 0.1155 46 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
67/99 0.457G 0.03176 0.03666 0.04704 0.1155 46 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
67/99 0.457G 0.03092 0.03768 0.04425 0.1128 67 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
67/99 0.457G 0.03332 0.03812 0.04514 0.1166 57 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
67/99 0.457G 0.03332 0.03812 0.04514 0.1166 57 416: 12%|#1 | 6/51 [00:00<00:03, 14.55it/s]
67/99 0.457G 0.03339 0.04058 0.04563 0.1196 99 416: 12%|#1 | 6/51 [00:00<00:03, 14.55it/s]
67/99 0.457G 0.03334 0.04157 0.04638 0.1213 69 416: 12%|#1 | 6/51 [00:00<00:03, 14.55it/s]
67/99 0.457G 0.03334 0.04157 0.04638 0.1213 69 416: 16%|#5 | 8/51 [00:00<00:03, 12.69it/s]
67/99 0.457G 0.03439 0.04065 0.04681 0.1219 36 416: 16%|#5 | 8/51 [00:00<00:03, 12.69it/s]
67/99 0.457G 0.03432 0.04222 0.04737 0.1239 90 416: 16%|#5 | 8/51 [00:00<00:03, 12.69it/s]
67/99 0.457G 0.03432 0.04222 0.04737 0.1239 90 416: 20%|#9 | 10/51 [00:00<00:03, 13.19it/s]
67/99 0.457G 0.03496 0.04556 0.04775 0.1283 102 416: 20%|#9 | 10/51 [00:00<00:03, 13.19it/s]
67/99 0.457G 0.03542 0.04572 0.04825 0.1294 68 416: 20%|#9 | 10/51 [00:00<00:03, 13.19it/s]
67/99 0.457G 0.03542 0.04572 0.04825 0.1294 68 416: 24%|##3 | 12/51 [00:00<00:03, 12.66it/s]
67/99 0.457G 0.03565 0.04652 0.04851 0.1307 82 416: 24%|##3 | 12/51 [00:00<00:03, 12.66it/s]
67/99 0.457G 0.03556 0.04446 0.04859 0.1286 20 416: 24%|##3 | 12/51 [00:01<00:03, 12.66it/s]
67/99 0.457G 0.03556 0.04446 0.04859 0.1286 20 416: 27%|##7 | 14/51 [00:01<00:02, 13.01it/s]
67/99 0.457G 0.03591 0.04901 0.04886 0.1338 184 416: 27%|##7 | 14/51 [00:01<00:02, 13.01it/s]
67/99 0.457G 0.03544 0.04831 0.04794 0.1317 65 416: 27%|##7 | 14/51 [00:01<00:02, 13.01it/s]
67/99 0.457G 0.03544 0.04831 0.04794 0.1317 65 416: 31%|###1 | 16/51 [00:01<00:02, 13.81it/s]
67/99 0.457G 0.0352 0.04802 0.04808 0.1313 60 416: 31%|###1 | 16/51 [00:01<00:02, 13.81it/s]
67/99 0.457G 0.03573 0.04953 0.04831 0.1336 113 416: 31%|###1 | 16/51 [00:01<00:02, 13.81it/s]
67/99 0.457G 0.03573 0.04953 0.04831 0.1336 113 416: 35%|###5 | 18/51 [00:01<00:02, 13.47it/s]
67/99 0.457G 0.03553 0.04802 0.0484 0.132 26 416: 35%|###5 | 18/51 [00:01<00:02, 13.47it/s]
67/99 0.457G 0.03528 0.04809 0.04825 0.1316 84 416: 35%|###5 | 18/51 [00:01<00:02, 13.47it/s]
67/99 0.457G 0.03528 0.04809 0.04825 0.1316 84 416: 39%|###9 | 20/51 [00:01<00:02, 13.65it/s]
67/99 0.457G 0.03549 0.04816 0.04851 0.1322 76 416: 39%|###9 | 20/51 [00:01<00:02, 13.65it/s]
67/99 0.457G 0.03544 0.048 0.04861 0.132 64 416: 39%|###9 | 20/51 [00:01<00:02, 13.65it/s]
67/99 0.457G 0.03544 0.048 0.04861 0.132 64 416: 43%|####3 | 22/51 [00:01<00:02, 13.37it/s]
67/99 0.457G 0.03534 0.04791 0.04841 0.1317 56 416: 43%|####3 | 22/51 [00:01<00:02, 13.37it/s]
67/99 0.457G 0.0352 0.04744 0.04844 0.1311 56 416: 43%|####3 | 22/51 [00:01<00:02, 13.37it/s]
67/99 0.457G 0.0352 0.04744 0.04844 0.1311 56 416: 47%|####7 | 24/51 [00:01<00:02, 12.77it/s]
67/99 0.457G 0.03584 0.04635 0.04847 0.1307 24 416: 47%|####7 | 24/51 [00:01<00:02, 12.77it/s]
67/99 0.457G 0.0362 0.04688 0.04857 0.1316 100 416: 47%|####7 | 24/51 [00:01<00:02, 12.77it/s]
67/99 0.457G 0.0362 0.04688 0.04857 0.1316 100 416: 51%|##### | 26/51 [00:01<00:01, 13.17it/s]
67/99 0.457G 0.03663 0.04636 0.04867 0.1317 31 416: 51%|##### | 26/51 [00:02<00:01, 13.17it/s]
67/99 0.457G 0.03685 0.0464 0.04886 0.1321 74 416: 51%|##### | 26/51 [00:02<00:01, 13.17it/s]
67/99 0.457G 0.03685 0.0464 0.04886 0.1321 74 416: 55%|#####4 | 28/51 [00:02<00:01, 13.19it/s]
67/99 0.457G 0.03694 0.04625 0.04886 0.1321 65 416: 55%|#####4 | 28/51 [00:02<00:01, 13.19it/s]
67/99 0.457G 0.03677 0.04603 0.04889 0.1317 50 416: 55%|#####4 | 28/51 [00:02<00:01, 13.19it/s]
67/99 0.457G 0.03677 0.04603 0.04889 0.1317 50 416: 59%|#####8 | 30/51 [00:02<00:01, 13.48it/s]
67/99 0.457G 0.03718 0.04657 0.04889 0.1326 104 416: 59%|#####8 | 30/51 [00:02<00:01, 13.48it/s]
67/99 0.457G 0.03708 0.04681 0.04885 0.1327 67 416: 59%|#####8 | 30/51 [00:02<00:01, 13.48it/s]
67/99 0.457G 0.03708 0.04681 0.04885 0.1327 67 416: 63%|######2 | 32/51 [00:02<00:01, 13.67it/s]
67/99 0.457G 0.03713 0.04696 0.04885 0.1329 63 416: 63%|######2 | 32/51 [00:02<00:01, 13.67it/s]
67/99 0.457G 0.03697 0.04664 0.04882 0.1324 46 416: 63%|######2 | 32/51 [00:02<00:01, 13.67it/s]
67/99 0.457G 0.03697 0.04664 0.04882 0.1324 46 416: 67%|######6 | 34/51 [00:02<00:01, 13.82it/s]
67/99 0.457G 0.03705 0.04687 0.04881 0.1327 83 416: 67%|######6 | 34/51 [00:02<00:01, 13.82it/s]
67/99 0.457G 0.03713 0.04753 0.04888 0.1335 121 416: 67%|######6 | 34/51 [00:02<00:01, 13.82it/s]
67/99 0.457G 0.03713 0.04753 0.04888 0.1335 121 416: 71%|####### | 36/51 [00:02<00:01, 13.83it/s]
67/99 0.457G 0.03726 0.04798 0.04887 0.1341 82 416: 71%|####### | 36/51 [00:02<00:01, 13.83it/s]
67/99 0.457G 0.03741 0.04842 0.04884 0.1347 112 416: 71%|####### | 36/51 [00:02<00:01, 13.83it/s]
67/99 0.457G 0.03741 0.04842 0.04884 0.1347 112 416: 75%|#######4 | 38/51 [00:02<00:00, 14.02it/s]
67/99 0.457G 0.03759 0.04832 0.04883 0.1347 70 416: 75%|#######4 | 38/51 [00:02<00:00, 14.02it/s]
67/99 0.457G 0.0379 0.04844 0.04864 0.135 78 416: 75%|#######4 | 38/51 [00:03<00:00, 14.02it/s]
67/99 0.457G 0.0379 0.04844 0.04864 0.135 78 416: 78%|#######8 | 40/51 [00:03<00:00, 12.77it/s]
67/99 0.457G 0.03796 0.04807 0.04859 0.1346 51 416: 78%|#######8 | 40/51 [00:03<00:00, 12.77it/s]
67/99 0.457G 0.03801 0.04834 0.04862 0.135 95 416: 78%|#######8 | 40/51 [00:03<00:00, 12.77it/s]
67/99 0.457G 0.03801 0.04834 0.04862 0.135 95 416: 82%|########2 | 42/51 [00:03<00:00, 13.14it/s]
67/99 0.457G 0.03819 0.04795 0.04859 0.1347 44 416: 82%|########2 | 42/51 [00:03<00:00, 13.14it/s]
67/99 0.457G 0.03822 0.0481 0.04846 0.1348 80 416: 82%|########2 | 42/51 [00:03<00:00, 13.14it/s]
67/99 0.457G 0.03822 0.0481 0.04846 0.1348 80 416: 86%|########6 | 44/51 [00:03<00:00, 13.42it/s]
67/99 0.457G 0.03838 0.04753 0.04859 0.1345 23 416: 86%|########6 | 44/51 [00:03<00:00, 13.42it/s]
67/99 0.457G 0.03835 0.047 0.04873 0.1341 32 416: 86%|########6 | 44/51 [00:03<00:00, 13.42it/s]
67/99 0.457G 0.03835 0.047 0.04873 0.1341 32 416: 90%|######### | 46/51 [00:03<00:00, 13.64it/s]
67/99 0.457G 0.03842 0.04696 0.04872 0.1341 60 416: 90%|######### | 46/51 [00:03<00:00, 13.64it/s]
67/99 0.457G 0.03841 0.04686 0.04872 0.134 54 416: 90%|######### | 46/51 [00:03<00:00, 13.64it/s]
67/99 0.457G 0.03841 0.04686 0.04872 0.134 54 416: 94%|#########4| 48/51 [00:03<00:00, 13.55it/s]
67/99 0.457G 0.03854 0.04638 0.0487 0.1336 35 416: 94%|#########4| 48/51 [00:03<00:00, 13.55it/s]
67/99 0.457G 0.03868 0.04656 0.04873 0.134 69 416: 94%|#########4| 48/51 [00:03<00:00, 13.55it/s]
67/99 0.457G 0.03868 0.04656 0.04873 0.134 69 416: 98%|#########8| 50/51 [00:03<00:00, 13.54it/s]
67/99 0.457G 0.03865 0.04638 0.04854 0.1336 9 416: 98%|#########8| 50/51 [00:03<00:00, 13.54it/s]
67/99 0.457G 0.03865 0.04638 0.04854 0.1336 9 416: 100%|##########| 51/51 [00:03<00:00, 13.44it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 25%|##5 | 2/8 [00:00<00:00, 11.48it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 10.98it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 10.81it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.88it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.12it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
68/99 0.457G 0.03818 0.04217 0.05279 0.1331 48 416: 0%| | 0/51 [00:00<?, ?it/s]
68/99 0.457G 0.03777 0.04835 0.05132 0.1374 87 416: 0%| | 0/51 [00:00<?, ?it/s]
68/99 0.457G 0.03777 0.04835 0.05132 0.1374 87 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
68/99 0.457G 0.03707 0.04759 0.05037 0.135 57 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
68/99 0.457G 0.03621 0.04672 0.04921 0.1321 56 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
68/99 0.457G 0.03621 0.04672 0.04921 0.1321 56 416: 8%|7 | 4/51 [00:00<00:03, 14.08it/s]
68/99 0.457G 0.03804 0.04872 0.04989 0.1367 72 416: 8%|7 | 4/51 [00:00<00:03, 14.08it/s]
68/99 0.457G 0.03897 0.04844 0.05021 0.1376 60 416: 8%|7 | 4/51 [00:00<00:03, 14.08it/s]
68/99 0.457G 0.03897 0.04844 0.05021 0.1376 60 416: 12%|#1 | 6/51 [00:00<00:03, 12.82it/s]
68/99 0.457G 0.03939 0.04595 0.05015 0.1355 35 416: 12%|#1 | 6/51 [00:00<00:03, 12.82it/s]
68/99 0.457G 0.0391 0.04632 0.05036 0.1358 66 416: 12%|#1 | 6/51 [00:00<00:03, 12.82it/s]
68/99 0.457G 0.0391 0.04632 0.05036 0.1358 66 416: 16%|#5 | 8/51 [00:00<00:03, 13.32it/s]
68/99 0.457G 0.03947 0.04515 0.05052 0.1351 59 416: 16%|#5 | 8/51 [00:00<00:03, 13.32it/s]
68/99 0.457G 0.04014 0.04349 0.05067 0.1343 32 416: 16%|#5 | 8/51 [00:00<00:03, 13.32it/s]
68/99 0.457G 0.04014 0.04349 0.05067 0.1343 32 416: 20%|#9 | 10/51 [00:00<00:03, 13.61it/s]
68/99 0.457G 0.04017 0.04311 0.05073 0.134 44 416: 20%|#9 | 10/51 [00:00<00:03, 13.61it/s]
68/99 0.457G 0.03988 0.04273 0.05064 0.1332 51 416: 20%|#9 | 10/51 [00:00<00:03, 13.61it/s]
68/99 0.457G 0.03988 0.04273 0.05064 0.1332 51 416: 24%|##3 | 12/51 [00:00<00:02, 13.31it/s]
68/99 0.457G 0.03912 0.04195 0.0502 0.1313 52 416: 24%|##3 | 12/51 [00:00<00:02, 13.31it/s]
68/99 0.457G 0.03916 0.04283 0.0501 0.1321 63 416: 24%|##3 | 12/51 [00:01<00:02, 13.31it/s]
68/99 0.457G 0.03916 0.04283 0.0501 0.1321 63 416: 27%|##7 | 14/51 [00:01<00:02, 13.12it/s]
68/99 0.457G 0.03914 0.04296 0.05015 0.1322 59 416: 27%|##7 | 14/51 [00:01<00:02, 13.12it/s]
68/99 0.457G 0.03984 0.04245 0.05049 0.1328 57 416: 27%|##7 | 14/51 [00:01<00:02, 13.12it/s]
68/99 0.457G 0.03984 0.04245 0.05049 0.1328 57 416: 31%|###1 | 16/51 [00:01<00:02, 13.44it/s]
68/99 0.457G 0.04014 0.04348 0.05062 0.1342 95 416: 31%|###1 | 16/51 [00:01<00:02, 13.44it/s]
68/99 0.457G 0.03979 0.04199 0.05018 0.132 18 416: 31%|###1 | 16/51 [00:01<00:02, 13.44it/s]
68/99 0.457G 0.03979 0.04199 0.05018 0.132 18 416: 35%|###5 | 18/51 [00:01<00:02, 13.62it/s]
68/99 0.457G 0.03972 0.0441 0.0503 0.1341 139 416: 35%|###5 | 18/51 [00:01<00:02, 13.62it/s]
68/99 0.457G 0.03955 0.04549 0.05036 0.1354 121 416: 35%|###5 | 18/51 [00:01<00:02, 13.62it/s]
68/99 0.457G 0.03955 0.04549 0.05036 0.1354 121 416: 39%|###9 | 20/51 [00:01<00:02, 13.78it/s]
68/99 0.457G 0.0397 0.04657 0.05027 0.1365 117 416: 39%|###9 | 20/51 [00:01<00:02, 13.78it/s]
68/99 0.457G 0.03964 0.04635 0.04998 0.136 52 416: 39%|###9 | 20/51 [00:01<00:02, 13.78it/s]
68/99 0.457G 0.03964 0.04635 0.04998 0.136 52 416: 43%|####3 | 22/51 [00:01<00:02, 13.44it/s]
68/99 0.457G 0.0398 0.04825 0.04988 0.1379 146 416: 43%|####3 | 22/51 [00:01<00:02, 13.44it/s]
68/99 0.457G 0.04029 0.04715 0.04994 0.1374 32 416: 43%|####3 | 22/51 [00:01<00:02, 13.44it/s]
68/99 0.457G 0.04029 0.04715 0.04994 0.1374 32 416: 47%|####7 | 24/51 [00:01<00:01, 13.66it/s]
68/99 0.457G 0.0398 0.04581 0.04934 0.135 17 416: 47%|####7 | 24/51 [00:01<00:01, 13.66it/s]
68/99 0.457G 0.04055 0.04628 0.04963 0.1365 103 416: 47%|####7 | 24/51 [00:01<00:01, 13.66it/s]
68/99 0.457G 0.04055 0.04628 0.04963 0.1365 103 416: 51%|##### | 26/51 [00:01<00:01, 13.70it/s]
68/99 0.457G 0.04085 0.04794 0.04963 0.1384 152 416: 51%|##### | 26/51 [00:01<00:01, 13.70it/s]
68/99 0.457G 0.04059 0.04719 0.04958 0.1374 37 416: 51%|##### | 26/51 [00:02<00:01, 13.70it/s]
68/99 0.457G 0.04059 0.04719 0.04958 0.1374 37 416: 55%|#####4 | 28/51 [00:02<00:01, 13.95it/s]
68/99 0.457G 0.04067 0.04669 0.04965 0.137 40 416: 55%|#####4 | 28/51 [00:02<00:01, 13.95it/s]
68/99 0.457G 0.04047 0.04745 0.04913 0.1371 123 416: 55%|#####4 | 28/51 [00:02<00:01, 13.95it/s]
68/99 0.457G 0.04047 0.04745 0.04913 0.1371 123 416: 59%|#####8 | 30/51 [00:02<00:01, 14.02it/s]
68/99 0.457G 0.04029 0.04679 0.04888 0.136 38 416: 59%|#####8 | 30/51 [00:02<00:01, 14.02it/s]
68/99 0.457G 0.04053 0.04691 0.04892 0.1364 68 416: 59%|#####8 | 30/51 [00:02<00:01, 14.02it/s]
68/99 0.457G 0.04053 0.04691 0.04892 0.1364 68 416: 63%|######2 | 32/51 [00:02<00:01, 14.01it/s]
68/99 0.457G 0.04046 0.04714 0.04881 0.1364 75 416: 63%|######2 | 32/51 [00:02<00:01, 14.01it/s]
68/99 0.457G 0.0406 0.04744 0.04881 0.1368 93 416: 63%|######2 | 32/51 [00:02<00:01, 14.01it/s]
68/99 0.457G 0.0406 0.04744 0.04881 0.1368 93 416: 67%|######6 | 34/51 [00:02<00:01, 13.61it/s]
68/99 0.457G 0.04053 0.04674 0.04841 0.1357 36 416: 67%|######6 | 34/51 [00:02<00:01, 13.61it/s]
68/99 0.457G 0.04046 0.04678 0.04849 0.1357 50 416: 67%|######6 | 34/51 [00:02<00:01, 13.61it/s]
68/99 0.457G 0.04046 0.04678 0.04849 0.1357 50 416: 71%|####### | 36/51 [00:02<00:01, 13.77it/s]
68/99 0.457G 0.04017 0.0475 0.04804 0.1357 124 416: 71%|####### | 36/51 [00:02<00:01, 13.77it/s]
68/99 0.457G 0.03993 0.04776 0.04796 0.1356 98 416: 71%|####### | 36/51 [00:02<00:01, 13.77it/s]
68/99 0.457G 0.03993 0.04776 0.04796 0.1356 98 416: 75%|#######4 | 38/51 [00:02<00:00, 13.04it/s]
68/99 0.457G 0.03974 0.0474 0.04802 0.1352 57 416: 75%|#######4 | 38/51 [00:02<00:00, 13.04it/s]
68/99 0.457G 0.04011 0.04847 0.04813 0.1367 142 416: 75%|#######4 | 38/51 [00:02<00:00, 13.04it/s]
68/99 0.457G 0.04011 0.04847 0.04813 0.1367 142 416: 78%|#######8 | 40/51 [00:02<00:00, 13.35it/s]
68/99 0.457G 0.04013 0.04947 0.04817 0.1378 121 416: 78%|#######8 | 40/51 [00:03<00:00, 13.35it/s]
68/99 0.457G 0.04005 0.04987 0.04819 0.1381 104 416: 78%|#######8 | 40/51 [00:03<00:00, 13.35it/s]
68/99 0.457G 0.04005 0.04987 0.04819 0.1381 104 416: 82%|########2 | 42/51 [00:03<00:00, 13.17it/s]
68/99 0.457G 0.03992 0.04977 0.04815 0.1378 49 416: 82%|########2 | 42/51 [00:03<00:00, 13.17it/s]
68/99 0.457G 0.03985 0.05012 0.04781 0.1378 128 416: 82%|########2 | 42/51 [00:03<00:00, 13.17it/s]
68/99 0.457G 0.03985 0.05012 0.04781 0.1378 128 416: 86%|########6 | 44/51 [00:03<00:00, 13.85it/s]
68/99 0.457G 0.04003 0.0511 0.04795 0.1391 176 416: 86%|########6 | 44/51 [00:03<00:00, 13.85it/s]
68/99 0.457G 0.04002 0.05058 0.04803 0.1386 32 416: 86%|########6 | 44/51 [00:03<00:00, 13.85it/s]
68/99 0.457G 0.04002 0.05058 0.04803 0.1386 32 416: 90%|######### | 46/51 [00:03<00:00, 13.51it/s]
68/99 0.457G 0.04 0.05022 0.04806 0.1383 35 416: 90%|######### | 46/51 [00:03<00:00, 13.51it/s]
68/99 0.457G 0.03999 0.05029 0.0482 0.1385 85 416: 90%|######### | 46/51 [00:03<00:00, 13.51it/s]
68/99 0.457G 0.03999 0.05029 0.0482 0.1385 85 416: 94%|#########4| 48/51 [00:03<00:00, 14.04it/s]
68/99 0.457G 0.03988 0.05007 0.04822 0.1382 50 416: 94%|#########4| 48/51 [00:03<00:00, 14.04it/s]
68/99 0.457G 0.03992 0.04994 0.04819 0.1381 58 416: 94%|#########4| 48/51 [00:03<00:00, 14.04it/s]
68/99 0.457G 0.03992 0.04994 0.04819 0.1381 58 416: 98%|#########8| 50/51 [00:03<00:00, 13.73it/s]
68/99 0.457G 0.03961 0.04917 0.04806 0.1368 1 416: 98%|#########8| 50/51 [00:03<00:00, 13.73it/s]
68/99 0.457G 0.03961 0.04917 0.04806 0.1368 1 416: 100%|##########| 51/51 [00:03<00:00, 13.64it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.56it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.57it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.97it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.40it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
69/99 0.457G 0.03885 0.03385 0.03341 0.1061 60 416: 0%| | 0/51 [00:00<?, ?it/s]
69/99 0.457G 0.04056 0.03603 0.03901 0.1156 40 416: 0%| | 0/51 [00:00<?, ?it/s]
69/99 0.457G 0.04056 0.03603 0.03901 0.1156 40 416: 4%|3 | 2/51 [00:00<00:04, 12.00it/s]
69/99 0.457G 0.03806 0.02963 0.04376 0.1115 17 416: 4%|3 | 2/51 [00:00<00:04, 12.00it/s]
69/99 0.457G 0.03818 0.02739 0.04443 0.11 29 416: 4%|3 | 2/51 [00:00<00:04, 12.00it/s]
69/99 0.457G 0.03818 0.02739 0.04443 0.11 29 416: 8%|7 | 4/51 [00:00<00:03, 12.93it/s]
69/99 0.457G 0.04066 0.03149 0.04576 0.1179 62 416: 8%|7 | 4/51 [00:00<00:03, 12.93it/s]
69/99 0.457G 0.03986 0.03707 0.04572 0.1227 94 416: 8%|7 | 4/51 [00:00<00:03, 12.93it/s]
69/99 0.457G 0.03986 0.03707 0.04572 0.1227 94 416: 12%|#1 | 6/51 [00:00<00:03, 12.85it/s]
69/99 0.457G 0.04119 0.04291 0.0467 0.1308 102 416: 12%|#1 | 6/51 [00:00<00:03, 12.85it/s]
69/99 0.457G 0.04152 0.04172 0.04732 0.1306 29 416: 12%|#1 | 6/51 [00:00<00:03, 12.85it/s]
69/99 0.457G 0.04152 0.04172 0.04732 0.1306 29 416: 16%|#5 | 8/51 [00:00<00:03, 13.28it/s]
69/99 0.457G 0.04238 0.04263 0.04764 0.1326 78 416: 16%|#5 | 8/51 [00:00<00:03, 13.28it/s]
69/99 0.457G 0.04295 0.04242 0.04744 0.1328 56 416: 16%|#5 | 8/51 [00:00<00:03, 13.28it/s]
69/99 0.457G 0.04295 0.04242 0.04744 0.1328 56 416: 20%|#9 | 10/51 [00:00<00:03, 13.09it/s]
69/99 0.457G 0.04365 0.04573 0.04773 0.1371 124 416: 20%|#9 | 10/51 [00:00<00:03, 13.09it/s]
69/99 0.457G 0.04406 0.04414 0.04759 0.1358 33 416: 20%|#9 | 10/51 [00:00<00:03, 13.09it/s]
69/99 0.457G 0.04406 0.04414 0.04759 0.1358 33 416: 24%|##3 | 12/51 [00:00<00:02, 13.43it/s]
69/99 0.457G 0.0444 0.04498 0.0478 0.1372 65 416: 24%|##3 | 12/51 [00:00<00:02, 13.43it/s]
69/99 0.457G 0.04414 0.04275 0.04766 0.1346 14 416: 24%|##3 | 12/51 [00:01<00:02, 13.43it/s]
69/99 0.457G 0.04414 0.04275 0.04766 0.1346 14 416: 27%|##7 | 14/51 [00:01<00:02, 13.21it/s]
69/99 0.457G 0.04414 0.04413 0.0477 0.136 79 416: 27%|##7 | 14/51 [00:01<00:02, 13.21it/s]
69/99 0.457G 0.04402 0.04364 0.04786 0.1355 49 416: 27%|##7 | 14/51 [00:01<00:02, 13.21it/s]
69/99 0.457G 0.04402 0.04364 0.04786 0.1355 49 416: 31%|###1 | 16/51 [00:01<00:02, 13.49it/s]
69/99 0.457G 0.04422 0.04325 0.0478 0.1353 53 416: 31%|###1 | 16/51 [00:01<00:02, 13.49it/s]
69/99 0.457G 0.04442 0.04554 0.04785 0.1378 144 416: 31%|###1 | 16/51 [00:01<00:02, 13.49it/s]
69/99 0.457G 0.04442 0.04554 0.04785 0.1378 144 416: 35%|###5 | 18/51 [00:01<00:02, 12.84it/s]
69/99 0.457G 0.0446 0.0454 0.04805 0.1381 59 416: 35%|###5 | 18/51 [00:01<00:02, 12.84it/s]
69/99 0.457G 0.04388 0.04521 0.04815 0.1372 52 416: 35%|###5 | 18/51 [00:01<00:02, 12.84it/s]
69/99 0.457G 0.04388 0.04521 0.04815 0.1372 52 416: 39%|###9 | 20/51 [00:01<00:02, 13.22it/s]
69/99 0.457G 0.0434 0.04465 0.04821 0.1363 38 416: 39%|###9 | 20/51 [00:01<00:02, 13.22it/s]
69/99 0.457G 0.043 0.04339 0.04841 0.1348 18 416: 39%|###9 | 20/51 [00:01<00:02, 13.22it/s]
69/99 0.457G 0.043 0.04339 0.04841 0.1348 18 416: 43%|####3 | 22/51 [00:01<00:02, 13.46it/s]
69/99 0.457G 0.04324 0.04499 0.04848 0.1367 125 416: 43%|####3 | 22/51 [00:01<00:02, 13.46it/s]
69/99 0.457G 0.04324 0.04446 0.04867 0.1364 50 416: 43%|####3 | 22/51 [00:01<00:02, 13.46it/s]
69/99 0.457G 0.04324 0.04446 0.04867 0.1364 50 416: 47%|####7 | 24/51 [00:01<00:01, 13.66it/s]
69/99 0.457G 0.04295 0.04648 0.04854 0.138 146 416: 47%|####7 | 24/51 [00:01<00:01, 13.66it/s]
69/99 0.457G 0.043 0.04579 0.04872 0.1375 37 416: 47%|####7 | 24/51 [00:01<00:01, 13.66it/s]
69/99 0.457G 0.043 0.04579 0.04872 0.1375 37 416: 51%|##### | 26/51 [00:01<00:01, 13.81it/s]
69/99 0.457G 0.04246 0.04512 0.04806 0.1356 42 416: 51%|##### | 26/51 [00:02<00:01, 13.81it/s]
69/99 0.457G 0.04281 0.04588 0.04793 0.1366 116 416: 51%|##### | 26/51 [00:02<00:01, 13.81it/s]
69/99 0.457G 0.04281 0.04588 0.04793 0.1366 116 416: 55%|#####4 | 28/51 [00:02<00:01, 13.47it/s]
69/99 0.457G 0.04275 0.04576 0.04802 0.1365 62 416: 55%|#####4 | 28/51 [00:02<00:01, 13.47it/s]
69/99 0.457G 0.04294 0.04528 0.04794 0.1362 49 416: 55%|#####4 | 28/51 [00:02<00:01, 13.47it/s]
69/99 0.457G 0.04294 0.04528 0.04794 0.1362 49 416: 59%|#####8 | 30/51 [00:02<00:01, 13.68it/s]
69/99 0.457G 0.04309 0.04582 0.04793 0.1368 105 416: 59%|#####8 | 30/51 [00:02<00:01, 13.68it/s]
69/99 0.457G 0.04317 0.04608 0.0479 0.1372 92 416: 59%|#####8 | 30/51 [00:02<00:01, 13.68it/s]
69/99 0.457G 0.04317 0.04608 0.0479 0.1372 92 416: 63%|######2 | 32/51 [00:02<00:01, 13.82it/s]
69/99 0.457G 0.04277 0.04617 0.04742 0.1364 84 416: 63%|######2 | 32/51 [00:02<00:01, 13.82it/s]
69/99 0.457G 0.04279 0.04679 0.04748 0.1371 105 416: 63%|######2 | 32/51 [00:02<00:01, 13.82it/s]
69/99 0.457G 0.04279 0.04679 0.04748 0.1371 105 416: 67%|######6 | 34/51 [00:02<00:01, 13.06it/s]
69/99 0.457G 0.04249 0.04593 0.04734 0.1358 15 416: 67%|######6 | 34/51 [00:02<00:01, 13.06it/s]
69/99 0.457G 0.04227 0.04597 0.04735 0.1356 58 416: 67%|######6 | 34/51 [00:02<00:01, 13.06it/s]
69/99 0.457G 0.04227 0.04597 0.04735 0.1356 58 416: 71%|####### | 36/51 [00:02<00:01, 12.92it/s]
69/99 0.457G 0.04253 0.04624 0.04748 0.1362 78 416: 71%|####### | 36/51 [00:02<00:01, 12.92it/s]
69/99 0.457G 0.04244 0.0464 0.04764 0.1365 83 416: 71%|####### | 36/51 [00:02<00:01, 12.92it/s]
69/99 0.457G 0.04244 0.0464 0.04764 0.1365 83 416: 75%|#######4 | 38/51 [00:02<00:00, 13.28it/s]
69/99 0.457G 0.04213 0.04636 0.04764 0.1361 58 416: 75%|#######4 | 38/51 [00:02<00:00, 13.28it/s]
69/99 0.457G 0.04203 0.04694 0.04767 0.1367 78 416: 75%|#######4 | 38/51 [00:03<00:00, 13.28it/s]
69/99 0.457G 0.04203 0.04694 0.04767 0.1367 78 416: 78%|#######8 | 40/51 [00:03<00:00, 13.40it/s]
69/99 0.457G 0.04191 0.04647 0.04775 0.1361 39 416: 78%|#######8 | 40/51 [00:03<00:00, 13.40it/s]
69/99 0.457G 0.04185 0.04685 0.04784 0.1365 70 416: 78%|#######8 | 40/51 [00:03<00:00, 13.40it/s]
69/99 0.457G 0.04185 0.04685 0.04784 0.1365 70 416: 82%|########2 | 42/51 [00:03<00:00, 13.33it/s]
69/99 0.457G 0.04169 0.04669 0.04783 0.1362 46 416: 82%|########2 | 42/51 [00:03<00:00, 13.33it/s]
69/99 0.457G 0.04165 0.0467 0.04794 0.1363 64 416: 82%|########2 | 42/51 [00:03<00:00, 13.33it/s]
69/99 0.457G 0.04165 0.0467 0.04794 0.1363 64 416: 86%|########6 | 44/51 [00:03<00:00, 13.14it/s]
69/99 0.457G 0.04167 0.04725 0.048 0.1369 99 416: 86%|########6 | 44/51 [00:03<00:00, 13.14it/s]
69/99 0.457G 0.04163 0.04698 0.04798 0.1366 45 416: 86%|########6 | 44/51 [00:03<00:00, 13.14it/s]
69/99 0.457G 0.04163 0.04698 0.04798 0.1366 45 416: 90%|######### | 46/51 [00:03<00:00, 13.44it/s]
69/99 0.457G 0.04152 0.04737 0.04801 0.1369 107 416: 90%|######### | 46/51 [00:03<00:00, 13.44it/s]
69/99 0.457G 0.04157 0.04732 0.04807 0.137 64 416: 90%|######### | 46/51 [00:03<00:00, 13.44it/s]
69/99 0.457G 0.04157 0.04732 0.04807 0.137 64 416: 94%|#########4| 48/51 [00:03<00:00, 13.65it/s]
69/99 0.457G 0.04159 0.04706 0.04806 0.1367 57 416: 94%|#########4| 48/51 [00:03<00:00, 13.65it/s]
69/99 0.457G 0.04148 0.04718 0.048 0.1366 73 416: 94%|#########4| 48/51 [00:03<00:00, 13.65it/s]
69/99 0.457G 0.04148 0.04718 0.048 0.1366 73 416: 98%|#########8| 50/51 [00:03<00:00, 12.92it/s]
69/99 0.457G 0.04148 0.047 0.048 0.1365 13 416: 98%|#########8| 50/51 [00:03<00:00, 12.92it/s]
69/99 0.457G 0.04148 0.047 0.048 0.1365 13 416: 100%|##########| 51/51 [00:03<00:00, 13.25it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.55it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.14it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.39it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.75it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
70/99 0.457G 0.05029 0.02538 0.04864 0.1243 35 416: 0%| | 0/51 [00:00<?, ?it/s]
70/99 0.457G 0.04674 0.03473 0.04754 0.129 66 416: 0%| | 0/51 [00:00<?, ?it/s]
70/99 0.457G 0.04674 0.03473 0.04754 0.129 66 416: 4%|3 | 2/51 [00:00<00:03, 14.25it/s]
70/99 0.457G 0.04287 0.02996 0.04914 0.122 22 416: 4%|3 | 2/51 [00:00<00:03, 14.25it/s]
70/99 0.457G 0.04108 0.03073 0.05019 0.122 38 416: 4%|3 | 2/51 [00:00<00:03, 14.25it/s]
70/99 0.457G 0.04108 0.03073 0.05019 0.122 38 416: 8%|7 | 4/51 [00:00<00:03, 13.82it/s]
70/99 0.457G 0.04271 0.03674 0.05036 0.1298 76 416: 8%|7 | 4/51 [00:00<00:03, 13.82it/s]
70/99 0.457G 0.04394 0.04474 0.05034 0.139 138 416: 8%|7 | 4/51 [00:00<00:03, 13.82it/s]
70/99 0.457G 0.04394 0.04474 0.05034 0.139 138 416: 12%|#1 | 6/51 [00:00<00:03, 13.68it/s]
70/99 0.457G 0.04504 0.04685 0.05025 0.1421 92 416: 12%|#1 | 6/51 [00:00<00:03, 13.68it/s]
70/99 0.457G 0.04485 0.05031 0.05036 0.1455 95 416: 12%|#1 | 6/51 [00:00<00:03, 13.68it/s]
70/99 0.457G 0.04485 0.05031 0.05036 0.1455 95 416: 16%|#5 | 8/51 [00:00<00:03, 13.74it/s]
70/99 0.457G 0.04618 0.05146 0.05037 0.148 85 416: 16%|#5 | 8/51 [00:00<00:03, 13.74it/s]
70/99 0.457G 0.04607 0.04974 0.05024 0.146 43 416: 16%|#5 | 8/51 [00:00<00:03, 13.74it/s]
70/99 0.457G 0.04607 0.04974 0.05024 0.146 43 416: 20%|#9 | 10/51 [00:00<00:02, 14.00it/s]
70/99 0.457G 0.04537 0.04947 0.05039 0.1452 57 416: 20%|#9 | 10/51 [00:00<00:02, 14.00it/s]
70/99 0.457G 0.04572 0.04767 0.04919 0.1426 48 416: 20%|#9 | 10/51 [00:00<00:02, 14.00it/s]
70/99 0.457G 0.04572 0.04767 0.04919 0.1426 48 416: 24%|##3 | 12/51 [00:00<00:02, 14.08it/s]
70/99 0.457G 0.04507 0.0507 0.04907 0.1448 116 416: 24%|##3 | 12/51 [00:00<00:02, 14.08it/s]
70/99 0.457G 0.04649 0.05029 0.04921 0.146 71 416: 24%|##3 | 12/51 [00:01<00:02, 14.08it/s]
70/99 0.457G 0.04649 0.05029 0.04921 0.146 71 416: 27%|##7 | 14/51 [00:01<00:02, 12.69it/s]
70/99 0.457G 0.04579 0.05016 0.0493 0.1453 53 416: 27%|##7 | 14/51 [00:01<00:02, 12.69it/s]
70/99 0.457G 0.04601 0.05041 0.04953 0.1459 101 416: 27%|##7 | 14/51 [00:01<00:02, 12.69it/s]
70/99 0.457G 0.04601 0.05041 0.04953 0.1459 101 416: 31%|###1 | 16/51 [00:01<00:02, 12.71it/s]
70/99 0.457G 0.04547 0.05136 0.04959 0.1464 99 416: 31%|###1 | 16/51 [00:01<00:02, 12.71it/s]
70/99 0.457G 0.04491 0.05307 0.04955 0.1475 96 416: 31%|###1 | 16/51 [00:01<00:02, 12.71it/s]
70/99 0.457G 0.04491 0.05307 0.04955 0.1475 96 416: 35%|###5 | 18/51 [00:01<00:02, 13.13it/s]
70/99 0.457G 0.04419 0.0517 0.04936 0.1453 42 416: 35%|###5 | 18/51 [00:01<00:02, 13.13it/s]
70/99 0.457G 0.04345 0.05058 0.04931 0.1433 35 416: 35%|###5 | 18/51 [00:01<00:02, 13.13it/s]
70/99 0.457G 0.04345 0.05058 0.04931 0.1433 35 416: 39%|###9 | 20/51 [00:01<00:02, 13.43it/s]
70/99 0.457G 0.04301 0.04984 0.04922 0.1421 61 416: 39%|###9 | 20/51 [00:01<00:02, 13.43it/s]
70/99 0.457G 0.04332 0.05112 0.04938 0.1438 142 416: 39%|###9 | 20/51 [00:01<00:02, 13.43it/s]
70/99 0.457G 0.04332 0.05112 0.04938 0.1438 142 416: 43%|####3 | 22/51 [00:01<00:02, 13.22it/s]
70/99 0.457G 0.04327 0.04977 0.04929 0.1423 32 416: 43%|####3 | 22/51 [00:01<00:02, 13.22it/s]
70/99 0.457G 0.04307 0.04978 0.04924 0.1421 86 416: 43%|####3 | 22/51 [00:01<00:02, 13.22it/s]
70/99 0.457G 0.04307 0.04978 0.04924 0.1421 86 416: 47%|####7 | 24/51 [00:01<00:02, 13.49it/s]
70/99 0.457G 0.04273 0.05033 0.04909 0.1421 87 416: 47%|####7 | 24/51 [00:01<00:02, 13.49it/s]
70/99 0.457G 0.04226 0.05169 0.04848 0.1424 158 416: 47%|####7 | 24/51 [00:01<00:02, 13.49it/s]
70/99 0.457G 0.04226 0.05169 0.04848 0.1424 158 416: 51%|##### | 26/51 [00:01<00:01, 14.06it/s]
70/99 0.457G 0.04203 0.05177 0.04852 0.1423 76 416: 51%|##### | 26/51 [00:01<00:01, 14.06it/s]
70/99 0.457G 0.04168 0.05134 0.04809 0.1411 73 416: 51%|##### | 26/51 [00:02<00:01, 14.06it/s]
70/99 0.457G 0.04168 0.05134 0.04809 0.1411 73 416: 55%|#####4 | 28/51 [00:02<00:01, 14.09it/s]
70/99 0.457G 0.04115 0.05074 0.04812 0.14 52 416: 55%|#####4 | 28/51 [00:02<00:01, 14.09it/s]
70/99 0.457G 0.04118 0.05075 0.04839 0.1403 100 416: 55%|#####4 | 28/51 [00:02<00:01, 14.09it/s]
70/99 0.457G 0.04118 0.05075 0.04839 0.1403 100 416: 59%|#####8 | 30/51 [00:02<00:01, 14.10it/s]
70/99 0.457G 0.04109 0.05088 0.04844 0.1404 69 416: 59%|#####8 | 30/51 [00:02<00:01, 14.10it/s]
70/99 0.457G 0.0409 0.05057 0.04842 0.1399 57 416: 59%|#####8 | 30/51 [00:02<00:01, 14.10it/s]
70/99 0.457G 0.0409 0.05057 0.04842 0.1399 57 416: 63%|######2 | 32/51 [00:02<00:01, 12.84it/s]
70/99 0.457G 0.04088 0.05079 0.04839 0.1401 86 416: 63%|######2 | 32/51 [00:02<00:01, 12.84it/s]
70/99 0.457G 0.04065 0.05081 0.04838 0.1398 79 416: 63%|######2 | 32/51 [00:02<00:01, 12.84it/s]
70/99 0.457G 0.04065 0.05081 0.04838 0.1398 79 416: 67%|######6 | 34/51 [00:02<00:01, 13.21it/s]
70/99 0.457G 0.04066 0.05187 0.04842 0.141 112 416: 67%|######6 | 34/51 [00:02<00:01, 13.21it/s]
70/99 0.457G 0.04059 0.05144 0.04828 0.1403 54 416: 67%|######6 | 34/51 [00:02<00:01, 13.21it/s]
70/99 0.457G 0.04059 0.05144 0.04828 0.1403 54 416: 71%|####### | 36/51 [00:02<00:01, 13.08it/s]
70/99 0.457G 0.0404 0.05069 0.04816 0.1392 32 416: 71%|####### | 36/51 [00:02<00:01, 13.08it/s]
70/99 0.457G 0.04013 0.04975 0.0482 0.1381 17 416: 71%|####### | 36/51 [00:02<00:01, 13.08it/s]
70/99 0.457G 0.04013 0.04975 0.0482 0.1381 17 416: 75%|#######4 | 38/51 [00:02<00:00, 13.38it/s]
70/99 0.457G 0.04 0.04994 0.04815 0.1381 87 416: 75%|#######4 | 38/51 [00:02<00:00, 13.38it/s]
70/99 0.457G 0.03983 0.04986 0.04818 0.1379 57 416: 75%|#######4 | 38/51 [00:02<00:00, 13.38it/s]
70/99 0.457G 0.03983 0.04986 0.04818 0.1379 57 416: 78%|#######8 | 40/51 [00:02<00:00, 13.57it/s]
70/99 0.457G 0.03985 0.04979 0.04822 0.1379 61 416: 78%|#######8 | 40/51 [00:03<00:00, 13.57it/s]
70/99 0.457G 0.03971 0.04947 0.04815 0.1373 43 416: 78%|#######8 | 40/51 [00:03<00:00, 13.57it/s]
70/99 0.457G 0.03971 0.04947 0.04815 0.1373 43 416: 82%|########2 | 42/51 [00:03<00:00, 13.78it/s]
70/99 0.457G 0.03963 0.05006 0.04818 0.1379 101 416: 82%|########2 | 42/51 [00:03<00:00, 13.78it/s]
70/99 0.457G 0.03965 0.05002 0.04815 0.1378 78 416: 82%|########2 | 42/51 [00:03<00:00, 13.78it/s]
70/99 0.457G 0.03965 0.05002 0.04815 0.1378 78 416: 86%|########6 | 44/51 [00:03<00:00, 13.90it/s]
70/99 0.457G 0.03957 0.04988 0.04805 0.1375 73 416: 86%|########6 | 44/51 [00:03<00:00, 13.90it/s]
70/99 0.457G 0.03954 0.0499 0.04816 0.1376 84 416: 86%|########6 | 44/51 [00:03<00:00, 13.90it/s]
70/99 0.457G 0.03954 0.0499 0.04816 0.1376 84 416: 90%|######### | 46/51 [00:03<00:00, 13.97it/s]
70/99 0.457G 0.03946 0.04993 0.04814 0.1375 62 416: 90%|######### | 46/51 [00:03<00:00, 13.97it/s]
70/99 0.457G 0.03939 0.0501 0.04814 0.1376 65 416: 90%|######### | 46/51 [00:03<00:00, 13.97it/s]
70/99 0.457G 0.03939 0.0501 0.04814 0.1376 65 416: 94%|#########4| 48/51 [00:03<00:00, 13.21it/s]
70/99 0.457G 0.03926 0.04951 0.04809 0.1369 30 416: 94%|#########4| 48/51 [00:03<00:00, 13.21it/s]
70/99 0.457G 0.03927 0.0495 0.04832 0.1371 88 416: 94%|#########4| 48/51 [00:03<00:00, 13.21it/s]
70/99 0.457G 0.03927 0.0495 0.04832 0.1371 88 416: 98%|#########8| 50/51 [00:03<00:00, 13.48it/s]
70/99 0.457G 0.03912 0.04873 0.04817 0.136 2 416: 98%|#########8| 50/51 [00:03<00:00, 13.48it/s]
70/99 0.457G 0.03912 0.04873 0.04817 0.136 2 416: 100%|##########| 51/51 [00:03<00:00, 13.55it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.70it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.80it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.71it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.13it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.90it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
71/99 0.457G 0.03626 0.03402 0.04887 0.1192 56 416: 0%| | 0/51 [00:00<?, ?it/s]
71/99 0.457G 0.03955 0.05045 0.0471 0.1371 114 416: 0%| | 0/51 [00:00<?, ?it/s]
71/99 0.457G 0.03955 0.05045 0.0471 0.1371 114 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
71/99 0.457G 0.03699 0.03862 0.04865 0.1243 14 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
71/99 0.457G 0.03539 0.03418 0.04937 0.1189 29 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
71/99 0.457G 0.03539 0.03418 0.04937 0.1189 29 416: 8%|7 | 4/51 [00:00<00:03, 14.18it/s]
71/99 0.457G 0.0351 0.03648 0.04891 0.1205 60 416: 8%|7 | 4/51 [00:00<00:03, 14.18it/s]
71/99 0.457G 0.03681 0.03759 0.05023 0.1246 79 416: 8%|7 | 4/51 [00:00<00:03, 14.18it/s]
71/99 0.457G 0.03681 0.03759 0.05023 0.1246 79 416: 12%|#1 | 6/51 [00:00<00:03, 13.48it/s]
71/99 0.457G 0.03579 0.03574 0.04834 0.1199 41 416: 12%|#1 | 6/51 [00:00<00:03, 13.48it/s]
71/99 0.457G 0.03502 0.03521 0.04789 0.1181 42 416: 12%|#1 | 6/51 [00:00<00:03, 13.48it/s]
71/99 0.457G 0.03502 0.03521 0.04789 0.1181 42 416: 16%|#5 | 8/51 [00:00<00:03, 13.75it/s]
71/99 0.457G 0.03492 0.03412 0.04843 0.1175 37 416: 16%|#5 | 8/51 [00:00<00:03, 13.75it/s]
71/99 0.457G 0.03471 0.03475 0.04803 0.1175 59 416: 16%|#5 | 8/51 [00:00<00:03, 13.75it/s]
71/99 0.457G 0.03471 0.03475 0.04803 0.1175 59 416: 20%|#9 | 10/51 [00:00<00:02, 13.90it/s]
71/99 0.457G 0.03478 0.03614 0.04785 0.1188 80 416: 20%|#9 | 10/51 [00:00<00:02, 13.90it/s]
71/99 0.457G 0.03509 0.03531 0.04852 0.1189 40 416: 20%|#9 | 10/51 [00:00<00:02, 13.90it/s]
71/99 0.457G 0.03509 0.03531 0.04852 0.1189 40 416: 24%|##3 | 12/51 [00:00<00:03, 12.89it/s]
71/99 0.457G 0.03535 0.03494 0.04948 0.1198 56 416: 24%|##3 | 12/51 [00:00<00:03, 12.89it/s]
71/99 0.457G 0.03527 0.03427 0.04906 0.1186 30 416: 24%|##3 | 12/51 [00:01<00:03, 12.89it/s]
71/99 0.457G 0.03527 0.03427 0.04906 0.1186 30 416: 27%|##7 | 14/51 [00:01<00:02, 12.43it/s]
71/99 0.457G 0.03552 0.03524 0.04881 0.1196 78 416: 27%|##7 | 14/51 [00:01<00:02, 12.43it/s]
71/99 0.457G 0.03561 0.03609 0.04856 0.1203 65 416: 27%|##7 | 14/51 [00:01<00:02, 12.43it/s]
71/99 0.457G 0.03561 0.03609 0.04856 0.1203 65 416: 31%|###1 | 16/51 [00:01<00:02, 12.94it/s]
71/99 0.457G 0.03564 0.03743 0.04838 0.1215 100 416: 31%|###1 | 16/51 [00:01<00:02, 12.94it/s]
71/99 0.457G 0.03566 0.03874 0.04826 0.1227 83 416: 31%|###1 | 16/51 [00:01<00:02, 12.94it/s]
71/99 0.457G 0.03566 0.03874 0.04826 0.1227 83 416: 35%|###5 | 18/51 [00:01<00:02, 13.26it/s]
71/99 0.457G 0.03552 0.03875 0.0483 0.1226 57 416: 35%|###5 | 18/51 [00:01<00:02, 13.26it/s]
71/99 0.457G 0.03605 0.04133 0.04845 0.1258 129 416: 35%|###5 | 18/51 [00:01<00:02, 13.26it/s]
71/99 0.457G 0.03605 0.04133 0.04845 0.1258 129 416: 39%|###9 | 20/51 [00:01<00:02, 13.53it/s]
71/99 0.457G 0.03637 0.04252 0.04842 0.1273 109 416: 39%|###9 | 20/51 [00:01<00:02, 13.53it/s]
71/99 0.457G 0.0365 0.04241 0.04837 0.1273 48 416: 39%|###9 | 20/51 [00:01<00:02, 13.53it/s]
71/99 0.457G 0.0365 0.04241 0.04837 0.1273 48 416: 43%|####3 | 22/51 [00:01<00:02, 13.71it/s]
71/99 0.457G 0.03643 0.04238 0.04842 0.1272 49 416: 43%|####3 | 22/51 [00:01<00:02, 13.71it/s]
71/99 0.457G 0.03672 0.04482 0.04855 0.1301 175 416: 43%|####3 | 22/51 [00:01<00:02, 13.71it/s]
71/99 0.457G 0.03672 0.04482 0.04855 0.1301 175 416: 47%|####7 | 24/51 [00:01<00:01, 13.85it/s]
71/99 0.457G 0.03683 0.04506 0.04856 0.1304 83 416: 47%|####7 | 24/51 [00:01<00:01, 13.85it/s]
71/99 0.457G 0.03681 0.04453 0.04807 0.1294 49 416: 47%|####7 | 24/51 [00:01<00:01, 13.85it/s]
71/99 0.457G 0.03681 0.04453 0.04807 0.1294 49 416: 51%|##### | 26/51 [00:01<00:01, 13.49it/s]
71/99 0.457G 0.03692 0.04531 0.048 0.1302 97 416: 51%|##### | 26/51 [00:01<00:01, 13.49it/s]
71/99 0.457G 0.03671 0.0455 0.04797 0.1302 65 416: 51%|##### | 26/51 [00:02<00:01, 13.49it/s]
71/99 0.457G 0.03671 0.0455 0.04797 0.1302 65 416: 55%|#####4 | 28/51 [00:02<00:01, 12.86it/s]
71/99 0.457G 0.03645 0.04548 0.04795 0.1299 57 416: 55%|#####4 | 28/51 [00:02<00:01, 12.86it/s]
71/99 0.457G 0.03658 0.04649 0.04808 0.1311 137 416: 55%|#####4 | 28/51 [00:02<00:01, 12.86it/s]
71/99 0.457G 0.03658 0.04649 0.04808 0.1311 137 416: 59%|#####8 | 30/51 [00:02<00:01, 13.19it/s]
71/99 0.457G 0.03651 0.04639 0.04815 0.131 60 416: 59%|#####8 | 30/51 [00:02<00:01, 13.19it/s]
71/99 0.457G 0.03621 0.04656 0.0481 0.1309 73 416: 59%|#####8 | 30/51 [00:02<00:01, 13.19it/s]
71/99 0.457G 0.03621 0.04656 0.0481 0.1309 73 416: 63%|######2 | 32/51 [00:02<00:01, 13.34it/s]
71/99 0.457G 0.03612 0.04676 0.04808 0.131 74 416: 63%|######2 | 32/51 [00:02<00:01, 13.34it/s]
71/99 0.457G 0.03592 0.04673 0.04802 0.1307 65 416: 63%|######2 | 32/51 [00:02<00:01, 13.34it/s]
71/99 0.457G 0.03592 0.04673 0.04802 0.1307 65 416: 67%|######6 | 34/51 [00:02<00:01, 13.57it/s]
71/99 0.457G 0.03571 0.04588 0.04806 0.1296 17 416: 67%|######6 | 34/51 [00:02<00:01, 13.57it/s]
71/99 0.457G 0.03566 0.04604 0.04811 0.1298 72 416: 67%|######6 | 34/51 [00:02<00:01, 13.57it/s]
71/99 0.457G 0.03566 0.04604 0.04811 0.1298 72 416: 71%|####### | 36/51 [00:02<00:01, 13.33it/s]
71/99 0.457G 0.03565 0.04665 0.04812 0.1304 99 416: 71%|####### | 36/51 [00:02<00:01, 13.33it/s]
71/99 0.457G 0.0356 0.04688 0.04796 0.1304 92 416: 71%|####### | 36/51 [00:02<00:01, 13.33it/s]
71/99 0.457G 0.0356 0.04688 0.04796 0.1304 92 416: 75%|#######4 | 38/51 [00:02<00:00, 13.16it/s]
71/99 0.457G 0.03535 0.04669 0.04755 0.1296 63 416: 75%|#######4 | 38/51 [00:02<00:00, 13.16it/s]
71/99 0.457G 0.03542 0.046 0.04745 0.1289 26 416: 75%|#######4 | 38/51 [00:02<00:00, 13.16it/s]
71/99 0.457G 0.03542 0.046 0.04745 0.1289 26 416: 78%|#######8 | 40/51 [00:02<00:00, 13.45it/s]
71/99 0.457G 0.03546 0.04757 0.04754 0.1306 182 416: 78%|#######8 | 40/51 [00:03<00:00, 13.45it/s]
71/99 0.457G 0.03548 0.04718 0.04758 0.1302 44 416: 78%|#######8 | 40/51 [00:03<00:00, 13.45it/s]
71/99 0.457G 0.03548 0.04718 0.04758 0.1302 44 416: 82%|########2 | 42/51 [00:03<00:00, 13.55it/s]
71/99 0.457G 0.03549 0.04706 0.04769 0.1302 63 416: 82%|########2 | 42/51 [00:03<00:00, 13.55it/s]
71/99 0.457G 0.0355 0.04727 0.04765 0.1304 77 416: 82%|########2 | 42/51 [00:03<00:00, 13.55it/s]
71/99 0.457G 0.0355 0.04727 0.04765 0.1304 77 416: 86%|########6 | 44/51 [00:03<00:00, 12.97it/s]
71/99 0.457G 0.03539 0.04705 0.04764 0.1301 54 416: 86%|########6 | 44/51 [00:03<00:00, 12.97it/s]
71/99 0.457G 0.03541 0.0472 0.04751 0.1301 103 416: 86%|########6 | 44/51 [00:03<00:00, 12.97it/s]
71/99 0.457G 0.03541 0.0472 0.04751 0.1301 103 416: 90%|######### | 46/51 [00:03<00:00, 13.30it/s]
71/99 0.457G 0.03546 0.04702 0.04754 0.13 41 416: 90%|######### | 46/51 [00:03<00:00, 13.30it/s]
71/99 0.457G 0.03542 0.04692 0.04753 0.1299 47 416: 90%|######### | 46/51 [00:03<00:00, 13.30it/s]
71/99 0.457G 0.03542 0.04692 0.04753 0.1299 47 416: 94%|#########4| 48/51 [00:03<00:00, 13.14it/s]
71/99 0.457G 0.03543 0.04651 0.04773 0.1297 43 416: 94%|#########4| 48/51 [00:03<00:00, 13.14it/s]
71/99 0.457G 0.0354 0.04623 0.04773 0.1294 51 416: 94%|#########4| 48/51 [00:03<00:00, 13.14it/s]
71/99 0.457G 0.0354 0.04623 0.04773 0.1294 51 416: 98%|#########8| 50/51 [00:03<00:00, 13.42it/s]
71/99 0.457G 0.03523 0.04594 0.04757 0.1288 9 416: 98%|#########8| 50/51 [00:03<00:00, 13.42it/s]
71/99 0.457G 0.03523 0.04594 0.04757 0.1288 9 416: 100%|##########| 51/51 [00:03<00:00, 13.39it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 8.75it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.61it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.12it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.90it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.72it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
72/99 0.457G 0.03616 0.05649 0.0485 0.1412 77 416: 0%| | 0/51 [00:00<?, ?it/s]
72/99 0.457G 0.03811 0.06365 0.04533 0.1471 130 416: 0%| | 0/51 [00:00<?, ?it/s]
72/99 0.457G 0.03811 0.06365 0.04533 0.1471 130 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
72/99 0.457G 0.03756 0.06294 0.04648 0.147 87 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
72/99 0.457G 0.0363 0.05794 0.04623 0.1405 61 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
72/99 0.457G 0.0363 0.05794 0.04623 0.1405 61 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
72/99 0.457G 0.03841 0.05813 0.04664 0.1432 90 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
72/99 0.457G 0.03755 0.05683 0.04715 0.1415 71 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
72/99 0.457G 0.03755 0.05683 0.04715 0.1415 71 416: 12%|#1 | 6/51 [00:00<00:03, 13.76it/s]
72/99 0.457G 0.03722 0.05591 0.04769 0.1408 68 416: 12%|#1 | 6/51 [00:00<00:03, 13.76it/s]
72/99 0.457G 0.03692 0.05266 0.04809 0.1377 34 416: 12%|#1 | 6/51 [00:00<00:03, 13.76it/s]
72/99 0.457G 0.03692 0.05266 0.04809 0.1377 34 416: 16%|#5 | 8/51 [00:00<00:03, 13.92it/s]
72/99 0.457G 0.03681 0.05157 0.04817 0.1366 59 416: 16%|#5 | 8/51 [00:00<00:03, 13.92it/s]
72/99 0.457G 0.03668 0.0507 0.04807 0.1354 61 416: 16%|#5 | 8/51 [00:00<00:03, 13.92it/s]
72/99 0.457G 0.03668 0.0507 0.04807 0.1354 61 416: 20%|#9 | 10/51 [00:00<00:03, 12.52it/s]
72/99 0.457G 0.03661 0.051 0.04745 0.1351 102 416: 20%|#9 | 10/51 [00:00<00:03, 12.52it/s]
72/99 0.457G 0.0367 0.0474 0.0482 0.1323 5 416: 20%|#9 | 10/51 [00:00<00:03, 12.52it/s]
72/99 0.457G 0.0367 0.0474 0.0482 0.1323 5 416: 24%|##3 | 12/51 [00:00<00:02, 13.03it/s]
72/99 0.457G 0.03623 0.04816 0.04804 0.1324 93 416: 24%|##3 | 12/51 [00:00<00:02, 13.03it/s]
72/99 0.457G 0.03606 0.04638 0.04833 0.1308 24 416: 24%|##3 | 12/51 [00:01<00:02, 13.03it/s]
72/99 0.457G 0.03606 0.04638 0.04833 0.1308 24 416: 27%|##7 | 14/51 [00:01<00:02, 12.88it/s]
72/99 0.457G 0.03616 0.04646 0.04812 0.1307 80 416: 27%|##7 | 14/51 [00:01<00:02, 12.88it/s]
72/99 0.457G 0.03627 0.04829 0.04803 0.1326 108 416: 27%|##7 | 14/51 [00:01<00:02, 12.88it/s]
72/99 0.457G 0.03627 0.04829 0.04803 0.1326 108 416: 31%|###1 | 16/51 [00:01<00:02, 13.25it/s]
72/99 0.457G 0.03652 0.049 0.04826 0.1338 97 416: 31%|###1 | 16/51 [00:01<00:02, 13.25it/s]
72/99 0.457G 0.03633 0.05073 0.04842 0.1355 141 416: 31%|###1 | 16/51 [00:01<00:02, 13.25it/s]
72/99 0.457G 0.03633 0.05073 0.04842 0.1355 141 416: 35%|###5 | 18/51 [00:01<00:02, 13.53it/s]
72/99 0.457G 0.03615 0.04989 0.04851 0.1346 52 416: 35%|###5 | 18/51 [00:01<00:02, 13.53it/s]
72/99 0.457G 0.0361 0.05034 0.04851 0.1349 101 416: 35%|###5 | 18/51 [00:01<00:02, 13.53it/s]
72/99 0.457G 0.0361 0.05034 0.04851 0.1349 101 416: 39%|###9 | 20/51 [00:01<00:02, 13.26it/s]
72/99 0.457G 0.03558 0.04983 0.04834 0.1338 63 416: 39%|###9 | 20/51 [00:01<00:02, 13.26it/s]
72/99 0.457G 0.03533 0.04978 0.04815 0.1333 76 416: 39%|###9 | 20/51 [00:01<00:02, 13.26it/s]
72/99 0.457G 0.03533 0.04978 0.04815 0.1333 76 416: 43%|####3 | 22/51 [00:01<00:02, 13.53it/s]
72/99 0.457G 0.0355 0.05003 0.0482 0.1337 90 416: 43%|####3 | 22/51 [00:01<00:02, 13.53it/s]
72/99 0.457G 0.03543 0.0496 0.04826 0.1333 60 416: 43%|####3 | 22/51 [00:01<00:02, 13.53it/s]
72/99 0.457G 0.03543 0.0496 0.04826 0.1333 60 416: 47%|####7 | 24/51 [00:01<00:01, 13.57it/s]
72/99 0.457G 0.03568 0.04933 0.04834 0.1333 67 416: 47%|####7 | 24/51 [00:01<00:01, 13.57it/s]
72/99 0.457G 0.0354 0.04907 0.0477 0.1322 79 416: 47%|####7 | 24/51 [00:01<00:01, 13.57it/s]
72/99 0.457G 0.0354 0.04907 0.0477 0.1322 79 416: 51%|##### | 26/51 [00:01<00:01, 13.04it/s]
72/99 0.457G 0.03531 0.04842 0.04762 0.1314 37 416: 51%|##### | 26/51 [00:02<00:01, 13.04it/s]
72/99 0.457G 0.03551 0.04832 0.04769 0.1315 59 416: 51%|##### | 26/51 [00:02<00:01, 13.04it/s]
72/99 0.457G 0.03551 0.04832 0.04769 0.1315 59 416: 55%|#####4 | 28/51 [00:02<00:01, 12.95it/s]
72/99 0.457G 0.03562 0.04842 0.04773 0.1318 70 416: 55%|#####4 | 28/51 [00:02<00:01, 12.95it/s]
72/99 0.457G 0.03587 0.04767 0.04777 0.1313 35 416: 55%|#####4 | 28/51 [00:02<00:01, 12.95it/s]
72/99 0.457G 0.03587 0.04767 0.04777 0.1313 35 416: 59%|#####8 | 30/51 [00:02<00:01, 13.30it/s]
72/99 0.457G 0.0358 0.04766 0.04775 0.1312 63 416: 59%|#####8 | 30/51 [00:02<00:01, 13.30it/s]
72/99 0.457G 0.03579 0.04794 0.04772 0.1314 78 416: 59%|#####8 | 30/51 [00:02<00:01, 13.30it/s]
72/99 0.457G 0.03579 0.04794 0.04772 0.1314 78 416: 63%|######2 | 32/51 [00:02<00:01, 13.42it/s]
72/99 0.457G 0.03612 0.0479 0.0478 0.1318 75 416: 63%|######2 | 32/51 [00:02<00:01, 13.42it/s]
72/99 0.457G 0.03611 0.04818 0.0477 0.132 75 416: 63%|######2 | 32/51 [00:02<00:01, 13.42it/s]
72/99 0.457G 0.03611 0.04818 0.0477 0.132 75 416: 67%|######6 | 34/51 [00:02<00:01, 12.82it/s]
72/99 0.457G 0.03623 0.04749 0.04766 0.1314 26 416: 67%|######6 | 34/51 [00:02<00:01, 12.82it/s]
72/99 0.457G 0.03627 0.04807 0.04756 0.1319 105 416: 67%|######6 | 34/51 [00:02<00:01, 12.82it/s]
72/99 0.457G 0.03627 0.04807 0.04756 0.1319 105 416: 71%|####### | 36/51 [00:02<00:01, 13.19it/s]
72/99 0.457G 0.03641 0.04784 0.04743 0.1317 72 416: 71%|####### | 36/51 [00:02<00:01, 13.19it/s]
72/99 0.457G 0.0366 0.04819 0.04745 0.1322 113 416: 71%|####### | 36/51 [00:02<00:01, 13.19it/s]
72/99 0.457G 0.0366 0.04819 0.04745 0.1322 113 416: 75%|#######4 | 38/51 [00:02<00:00, 13.47it/s]
72/99 0.457G 0.03663 0.04784 0.04755 0.132 48 416: 75%|#######4 | 38/51 [00:02<00:00, 13.47it/s]
72/99 0.457G 0.03693 0.04849 0.0475 0.1329 132 416: 75%|#######4 | 38/51 [00:03<00:00, 13.47it/s]
72/99 0.457G 0.03693 0.04849 0.0475 0.1329 132 416: 78%|#######8 | 40/51 [00:03<00:00, 13.24it/s]
72/99 0.457G 0.03691 0.04863 0.04747 0.133 67 416: 78%|#######8 | 40/51 [00:03<00:00, 13.24it/s]
72/99 0.457G 0.03698 0.0489 0.04716 0.133 105 416: 78%|#######8 | 40/51 [00:03<00:00, 13.24it/s]
72/99 0.457G 0.03698 0.0489 0.04716 0.133 105 416: 82%|########2 | 42/51 [00:03<00:00, 12.71it/s]
72/99 0.457G 0.03697 0.04901 0.04705 0.133 68 416: 82%|########2 | 42/51 [00:03<00:00, 12.71it/s]
72/99 0.457G 0.03743 0.05005 0.04705 0.1345 158 416: 82%|########2 | 42/51 [00:03<00:00, 12.71it/s]
72/99 0.457G 0.03743 0.05005 0.04705 0.1345 158 416: 86%|########6 | 44/51 [00:03<00:00, 13.11it/s]
72/99 0.457G 0.03748 0.04936 0.04692 0.1338 25 416: 86%|########6 | 44/51 [00:03<00:00, 13.11it/s]
72/99 0.457G 0.03775 0.04945 0.04697 0.1342 81 416: 86%|########6 | 44/51 [00:03<00:00, 13.11it/s]
72/99 0.457G 0.03775 0.04945 0.04697 0.1342 81 416: 90%|######### | 46/51 [00:03<00:00, 13.37it/s]
72/99 0.457G 0.03779 0.04896 0.04702 0.1338 38 416: 90%|######### | 46/51 [00:03<00:00, 13.37it/s]
72/99 0.457G 0.03795 0.04947 0.04691 0.1343 128 416: 90%|######### | 46/51 [00:03<00:00, 13.37it/s]
72/99 0.457G 0.03795 0.04947 0.04691 0.1343 128 416: 94%|#########4| 48/51 [00:03<00:00, 13.59it/s]
72/99 0.457G 0.03794 0.04963 0.04685 0.1344 77 416: 94%|#########4| 48/51 [00:03<00:00, 13.59it/s]
72/99 0.457G 0.03812 0.04899 0.04691 0.134 21 416: 94%|#########4| 48/51 [00:03<00:00, 13.59it/s]
72/99 0.457G 0.03812 0.04899 0.04691 0.134 21 416: 98%|#########8| 50/51 [00:03<00:00, 13.77it/s]
72/99 0.457G 0.0384 0.04889 0.04714 0.1344 11 416: 98%|#########8| 50/51 [00:03<00:00, 13.77it/s]
72/99 0.457G 0.0384 0.04889 0.04714 0.1344 11 416: 100%|##########| 51/51 [00:03<00:00, 13.29it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.55it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.58it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.00it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.41it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
73/99 0.457G 0.0401 0.06422 0.0476 0.1519 90 416: 0%| | 0/51 [00:00<?, ?it/s]
73/99 0.457G 0.03862 0.05293 0.04659 0.1381 54 416: 0%| | 0/51 [00:00<?, ?it/s]
73/99 0.457G 0.03862 0.05293 0.04659 0.1381 54 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
73/99 0.457G 0.04413 0.04136 0.04882 0.1343 24 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
73/99 0.457G 0.04144 0.04202 0.04807 0.1315 61 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
73/99 0.457G 0.04144 0.04202 0.04807 0.1315 61 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
73/99 0.457G 0.04029 0.04377 0.04846 0.1325 77 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
73/99 0.457G 0.04082 0.04606 0.04765 0.1345 89 416: 8%|7 | 4/51 [00:00<00:03, 13.54it/s]
73/99 0.457G 0.04082 0.04606 0.04765 0.1345 89 416: 12%|#1 | 6/51 [00:00<00:03, 12.59it/s]
73/99 0.457G 0.04068 0.04889 0.04712 0.1367 104 416: 12%|#1 | 6/51 [00:00<00:03, 12.59it/s]
73/99 0.457G 0.03991 0.05153 0.04745 0.1389 99 416: 12%|#1 | 6/51 [00:00<00:03, 12.59it/s]
73/99 0.457G 0.03991 0.05153 0.04745 0.1389 99 416: 16%|#5 | 8/51 [00:00<00:03, 13.16it/s]
73/99 0.457G 0.04047 0.05229 0.04745 0.1402 86 416: 16%|#5 | 8/51 [00:00<00:03, 13.16it/s]
73/99 0.457G 0.04091 0.05002 0.04802 0.139 43 416: 16%|#5 | 8/51 [00:00<00:03, 13.16it/s]
73/99 0.457G 0.04091 0.05002 0.04802 0.139 43 416: 20%|#9 | 10/51 [00:00<00:03, 13.39it/s]
73/99 0.457G 0.04061 0.05155 0.04766 0.1398 113 416: 20%|#9 | 10/51 [00:00<00:03, 13.39it/s]
73/99 0.457G 0.03999 0.05027 0.04771 0.138 41 416: 20%|#9 | 10/51 [00:00<00:03, 13.39it/s]
73/99 0.457G 0.03999 0.05027 0.04771 0.138 41 416: 24%|##3 | 12/51 [00:00<00:02, 13.32it/s]
73/99 0.457G 0.03966 0.05003 0.0477 0.1374 57 416: 24%|##3 | 12/51 [00:00<00:02, 13.32it/s]
73/99 0.457G 0.0396 0.04904 0.04768 0.1363 57 416: 24%|##3 | 12/51 [00:01<00:02, 13.32it/s]
73/99 0.457G 0.0396 0.04904 0.04768 0.1363 57 416: 27%|##7 | 14/51 [00:01<00:02, 13.14it/s]
73/99 0.457G 0.03964 0.04841 0.04738 0.1354 58 416: 27%|##7 | 14/51 [00:01<00:02, 13.14it/s]
73/99 0.457G 0.03925 0.04864 0.04733 0.1352 72 416: 27%|##7 | 14/51 [00:01<00:02, 13.14it/s]
73/99 0.457G 0.03925 0.04864 0.04733 0.1352 72 416: 31%|###1 | 16/51 [00:01<00:02, 13.44it/s]
73/99 0.457G 0.04004 0.04859 0.04757 0.1362 76 416: 31%|###1 | 16/51 [00:01<00:02, 13.44it/s]
73/99 0.457G 0.04002 0.0496 0.04776 0.1374 94 416: 31%|###1 | 16/51 [00:01<00:02, 13.44it/s]
73/99 0.457G 0.04002 0.0496 0.04776 0.1374 94 416: 35%|###5 | 18/51 [00:01<00:02, 13.48it/s]
73/99 0.457G 0.0397 0.05069 0.04796 0.1384 76 416: 35%|###5 | 18/51 [00:01<00:02, 13.48it/s]
73/99 0.457G 0.03955 0.04988 0.04799 0.1374 49 416: 35%|###5 | 18/51 [00:01<00:02, 13.48it/s]
73/99 0.457G 0.03955 0.04988 0.04799 0.1374 49 416: 39%|###9 | 20/51 [00:01<00:02, 13.68it/s]
73/99 0.457G 0.03953 0.05017 0.04748 0.1372 95 416: 39%|###9 | 20/51 [00:01<00:02, 13.68it/s]
73/99 0.457G 0.03976 0.04965 0.04734 0.1368 64 416: 39%|###9 | 20/51 [00:01<00:02, 13.68it/s]
73/99 0.457G 0.03976 0.04965 0.04734 0.1368 64 416: 43%|####3 | 22/51 [00:01<00:02, 12.94it/s]
73/99 0.457G 0.03975 0.04901 0.0474 0.1362 51 416: 43%|####3 | 22/51 [00:01<00:02, 12.94it/s]
73/99 0.457G 0.03965 0.04873 0.04732 0.1357 49 416: 43%|####3 | 22/51 [00:01<00:02, 12.94it/s]
73/99 0.457G 0.03965 0.04873 0.04732 0.1357 49 416: 47%|####7 | 24/51 [00:01<00:02, 13.28it/s]
73/99 0.457G 0.03924 0.04944 0.04728 0.136 119 416: 47%|####7 | 24/51 [00:01<00:02, 13.28it/s]
73/99 0.457G 0.03924 0.04967 0.0473 0.1362 67 416: 47%|####7 | 24/51 [00:01<00:02, 13.28it/s]
73/99 0.457G 0.03924 0.04967 0.0473 0.1362 67 416: 51%|##### | 26/51 [00:01<00:01, 13.12it/s]
73/99 0.457G 0.03932 0.04906 0.04731 0.1357 45 416: 51%|##### | 26/51 [00:02<00:01, 13.12it/s]
73/99 0.457G 0.03939 0.04907 0.0474 0.1359 49 416: 51%|##### | 26/51 [00:02<00:01, 13.12it/s]
73/99 0.457G 0.03939 0.04907 0.0474 0.1359 49 416: 55%|#####4 | 28/51 [00:02<00:01, 13.41it/s]
73/99 0.457G 0.03971 0.04973 0.04716 0.1366 137 416: 55%|#####4 | 28/51 [00:02<00:01, 13.41it/s]
73/99 0.457G 0.03972 0.04943 0.04708 0.1362 56 416: 55%|#####4 | 28/51 [00:02<00:01, 13.41it/s]
73/99 0.457G 0.03972 0.04943 0.04708 0.1362 56 416: 59%|#####8 | 30/51 [00:02<00:01, 13.21it/s]
73/99 0.457G 0.03982 0.04942 0.04697 0.1362 90 416: 59%|#####8 | 30/51 [00:02<00:01, 13.21it/s]
73/99 0.457G 0.03998 0.0499 0.04706 0.1369 107 416: 59%|#####8 | 30/51 [00:02<00:01, 13.21it/s]
73/99 0.457G 0.03998 0.0499 0.04706 0.1369 107 416: 63%|######2 | 32/51 [00:02<00:01, 13.48it/s]
73/99 0.457G 0.03994 0.04916 0.04731 0.1364 38 416: 63%|######2 | 32/51 [00:02<00:01, 13.48it/s]
73/99 0.457G 0.03967 0.04823 0.04686 0.1348 25 416: 63%|######2 | 32/51 [00:02<00:01, 13.48it/s]
73/99 0.457G 0.03967 0.04823 0.04686 0.1348 25 416: 67%|######6 | 34/51 [00:02<00:01, 13.68it/s]
73/99 0.457G 0.03962 0.04848 0.04692 0.135 84 416: 67%|######6 | 34/51 [00:02<00:01, 13.68it/s]
73/99 0.457G 0.03969 0.04925 0.04697 0.1359 77 416: 67%|######6 | 34/51 [00:02<00:01, 13.68it/s]
73/99 0.457G 0.03969 0.04925 0.04697 0.1359 77 416: 71%|####### | 36/51 [00:02<00:01, 13.75it/s]
73/99 0.457G 0.03976 0.0492 0.04694 0.1359 68 416: 71%|####### | 36/51 [00:02<00:01, 13.75it/s]
73/99 0.457G 0.03978 0.04943 0.04696 0.1362 72 416: 71%|####### | 36/51 [00:02<00:01, 13.75it/s]
73/99 0.457G 0.03978 0.04943 0.04696 0.1362 72 416: 75%|#######4 | 38/51 [00:02<00:01, 12.73it/s]
73/99 0.457G 0.03988 0.0502 0.04705 0.1371 125 416: 75%|#######4 | 38/51 [00:02<00:01, 12.73it/s]
73/99 0.457G 0.03987 0.04977 0.04701 0.1366 44 416: 75%|#######4 | 38/51 [00:03<00:01, 12.73it/s]
73/99 0.457G 0.03987 0.04977 0.04701 0.1366 44 416: 78%|#######8 | 40/51 [00:03<00:00, 13.13it/s]
73/99 0.457G 0.03974 0.04956 0.04702 0.1363 57 416: 78%|#######8 | 40/51 [00:03<00:00, 13.13it/s]
73/99 0.457G 0.0397 0.04923 0.04703 0.136 46 416: 78%|#######8 | 40/51 [00:03<00:00, 13.13it/s]
73/99 0.457G 0.0397 0.04923 0.04703 0.136 46 416: 82%|########2 | 42/51 [00:03<00:00, 13.43it/s]
73/99 0.457G 0.03967 0.0487 0.04701 0.1354 30 416: 82%|########2 | 42/51 [00:03<00:00, 13.43it/s]
73/99 0.457G 0.03958 0.04891 0.047 0.1355 60 416: 82%|########2 | 42/51 [00:03<00:00, 13.43it/s]
73/99 0.457G 0.03958 0.04891 0.047 0.1355 60 416: 86%|########6 | 44/51 [00:03<00:00, 13.63it/s]
73/99 0.457G 0.03956 0.04893 0.04707 0.1356 72 416: 86%|########6 | 44/51 [00:03<00:00, 13.63it/s]
73/99 0.457G 0.03951 0.04853 0.04713 0.1352 33 416: 86%|########6 | 44/51 [00:03<00:00, 13.63it/s]
73/99 0.457G 0.03951 0.04853 0.04713 0.1352 33 416: 90%|######### | 46/51 [00:03<00:00, 12.96it/s]
73/99 0.457G 0.03942 0.04866 0.04723 0.1353 63 416: 90%|######### | 46/51 [00:03<00:00, 12.96it/s]
73/99 0.457G 0.03943 0.04839 0.04723 0.135 60 416: 90%|######### | 46/51 [00:03<00:00, 12.96it/s]
73/99 0.457G 0.03943 0.04839 0.04723 0.135 60 416: 94%|#########4| 48/51 [00:03<00:00, 13.29it/s]
73/99 0.457G 0.03943 0.04884 0.04728 0.1356 107 416: 94%|#########4| 48/51 [00:03<00:00, 13.29it/s]
73/99 0.457G 0.03931 0.04903 0.04726 0.1356 80 416: 94%|#########4| 48/51 [00:03<00:00, 13.29it/s]
73/99 0.457G 0.03931 0.04903 0.04726 0.1356 80 416: 98%|#########8| 50/51 [00:03<00:00, 13.51it/s]
73/99 0.457G 0.03911 0.0497 0.04731 0.1361 27 416: 98%|#########8| 50/51 [00:03<00:00, 13.51it/s]
73/99 0.457G 0.03911 0.0497 0.04731 0.1361 27 416: 100%|##########| 51/51 [00:03<00:00, 13.36it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.90it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.06it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.34it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.75it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
74/99 0.457G 0.04016 0.06366 0.04826 0.1521 101 416: 0%| | 0/51 [00:00<?, ?it/s]
74/99 0.457G 0.03924 0.06983 0.0487 0.1578 114 416: 0%| | 0/51 [00:00<?, ?it/s]
74/99 0.457G 0.03924 0.06983 0.0487 0.1578 114 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
74/99 0.457G 0.03643 0.0619 0.04267 0.141 77 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
74/99 0.457G 0.03883 0.04999 0.04517 0.134 16 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
74/99 0.457G 0.03883 0.04999 0.04517 0.134 16 416: 8%|7 | 4/51 [00:00<00:03, 12.53it/s]
74/99 0.457G 0.0381 0.05075 0.04489 0.1337 86 416: 8%|7 | 4/51 [00:00<00:03, 12.53it/s]
74/99 0.457G 0.0382 0.04854 0.04513 0.1319 49 416: 8%|7 | 4/51 [00:00<00:03, 12.53it/s]
74/99 0.457G 0.0382 0.04854 0.04513 0.1319 49 416: 12%|#1 | 6/51 [00:00<00:03, 13.22it/s]
74/99 0.457G 0.03808 0.04756 0.04552 0.1312 61 416: 12%|#1 | 6/51 [00:00<00:03, 13.22it/s]
74/99 0.457G 0.03901 0.04749 0.04564 0.1321 75 416: 12%|#1 | 6/51 [00:00<00:03, 13.22it/s]
74/99 0.457G 0.03901 0.04749 0.04564 0.1321 75 416: 16%|#5 | 8/51 [00:00<00:03, 13.59it/s]
74/99 0.457G 0.03842 0.04622 0.04426 0.1289 65 416: 16%|#5 | 8/51 [00:00<00:03, 13.59it/s]
74/99 0.457G 0.03832 0.04484 0.04509 0.1283 52 416: 16%|#5 | 8/51 [00:00<00:03, 13.59it/s]
74/99 0.457G 0.03832 0.04484 0.04509 0.1283 52 416: 20%|#9 | 10/51 [00:00<00:02, 13.78it/s]
74/99 0.457G 0.03872 0.04478 0.04513 0.1286 71 416: 20%|#9 | 10/51 [00:00<00:02, 13.78it/s]
74/99 0.457G 0.03867 0.04426 0.04537 0.1283 51 416: 20%|#9 | 10/51 [00:00<00:02, 13.78it/s]
74/99 0.457G 0.03867 0.04426 0.04537 0.1283 51 416: 24%|##3 | 12/51 [00:00<00:02, 13.38it/s]
74/99 0.457G 0.03883 0.04311 0.04602 0.128 34 416: 24%|##3 | 12/51 [00:00<00:02, 13.38it/s]
74/99 0.457G 0.03925 0.04208 0.04692 0.1282 43 416: 24%|##3 | 12/51 [00:01<00:02, 13.38it/s]
74/99 0.457G 0.03925 0.04208 0.04692 0.1282 43 416: 27%|##7 | 14/51 [00:01<00:02, 13.16it/s]
74/99 0.457G 0.03887 0.04342 0.04696 0.1293 86 416: 27%|##7 | 14/51 [00:01<00:02, 13.16it/s]
74/99 0.457G 0.03923 0.0463 0.04699 0.1325 136 416: 27%|##7 | 14/51 [00:01<00:02, 13.16it/s]
74/99 0.457G 0.03923 0.0463 0.04699 0.1325 136 416: 31%|###1 | 16/51 [00:01<00:02, 13.47it/s]
74/99 0.457G 0.03902 0.04762 0.04712 0.1338 110 416: 31%|###1 | 16/51 [00:01<00:02, 13.47it/s]
74/99 0.457G 0.03934 0.04768 0.04727 0.1343 84 416: 31%|###1 | 16/51 [00:01<00:02, 13.47it/s]
74/99 0.457G 0.03934 0.04768 0.04727 0.1343 84 416: 35%|###5 | 18/51 [00:01<00:02, 13.64it/s]
74/99 0.457G 0.03861 0.04774 0.04636 0.1327 86 416: 35%|###5 | 18/51 [00:01<00:02, 13.64it/s]
74/99 0.457G 0.03873 0.04848 0.04663 0.1339 98 416: 35%|###5 | 18/51 [00:01<00:02, 13.64it/s]
74/99 0.457G 0.03873 0.04848 0.04663 0.1339 98 416: 39%|###9 | 20/51 [00:01<00:02, 13.16it/s]
74/99 0.457G 0.03889 0.04779 0.04683 0.1335 42 416: 39%|###9 | 20/51 [00:01<00:02, 13.16it/s]
74/99 0.457G 0.03914 0.04709 0.04708 0.1333 43 416: 39%|###9 | 20/51 [00:01<00:02, 13.16it/s]
74/99 0.457G 0.03914 0.04709 0.04708 0.1333 43 416: 43%|####3 | 22/51 [00:01<00:02, 13.03it/s]
74/99 0.457G 0.03939 0.0473 0.04725 0.1339 68 416: 43%|####3 | 22/51 [00:01<00:02, 13.03it/s]
74/99 0.457G 0.03925 0.04648 0.04702 0.1328 38 416: 43%|####3 | 22/51 [00:01<00:02, 13.03it/s]
74/99 0.457G 0.03925 0.04648 0.04702 0.1328 38 416: 47%|####7 | 24/51 [00:01<00:02, 13.36it/s]
74/99 0.457G 0.0396 0.04592 0.04704 0.1326 50 416: 47%|####7 | 24/51 [00:01<00:02, 13.36it/s]
74/99 0.457G 0.03969 0.04586 0.04708 0.1326 52 416: 47%|####7 | 24/51 [00:01<00:02, 13.36it/s]
74/99 0.457G 0.03969 0.04586 0.04708 0.1326 52 416: 51%|##### | 26/51 [00:01<00:01, 13.55it/s]
74/99 0.457G 0.03963 0.04564 0.04723 0.1325 67 416: 51%|##### | 26/51 [00:02<00:01, 13.55it/s]
74/99 0.457G 0.03964 0.04574 0.04733 0.1327 70 416: 51%|##### | 26/51 [00:02<00:01, 13.55it/s]
74/99 0.457G 0.03964 0.04574 0.04733 0.1327 70 416: 55%|#####4 | 28/51 [00:02<00:01, 13.73it/s]
74/99 0.457G 0.03959 0.04569 0.04732 0.1326 52 416: 55%|#####4 | 28/51 [00:02<00:01, 13.73it/s]
74/99 0.457G 0.03976 0.04576 0.04718 0.1327 67 416: 55%|#####4 | 28/51 [00:02<00:01, 13.73it/s]
74/99 0.457G 0.03976 0.04576 0.04718 0.1327 67 416: 59%|#####8 | 30/51 [00:02<00:01, 13.87it/s]
74/99 0.457G 0.03991 0.04629 0.04716 0.1334 71 416: 59%|#####8 | 30/51 [00:02<00:01, 13.87it/s]
74/99 0.457G 0.04003 0.04636 0.04721 0.1336 76 416: 59%|#####8 | 30/51 [00:02<00:01, 13.87it/s]
74/99 0.457G 0.04003 0.04636 0.04721 0.1336 76 416: 63%|######2 | 32/51 [00:02<00:01, 13.95it/s]
74/99 0.457G 0.04013 0.04746 0.04727 0.1349 124 416: 63%|######2 | 32/51 [00:02<00:01, 13.95it/s]
74/99 0.457G 0.04017 0.04787 0.0472 0.1352 114 416: 63%|######2 | 32/51 [00:02<00:01, 13.95it/s]
74/99 0.457G 0.04017 0.04787 0.0472 0.1352 114 416: 67%|######6 | 34/51 [00:02<00:01, 14.02it/s]
74/99 0.457G 0.04024 0.04759 0.04744 0.1353 64 416: 67%|######6 | 34/51 [00:02<00:01, 14.02it/s]
74/99 0.457G 0.04003 0.04741 0.04741 0.1348 56 416: 67%|######6 | 34/51 [00:02<00:01, 14.02it/s]
74/99 0.457G 0.04003 0.04741 0.04741 0.1348 56 416: 71%|####### | 36/51 [00:02<00:01, 13.19it/s]
74/99 0.457G 0.04006 0.04782 0.04741 0.1353 88 416: 71%|####### | 36/51 [00:02<00:01, 13.19it/s]
74/99 0.457G 0.04011 0.04863 0.04746 0.1362 119 416: 71%|####### | 36/51 [00:02<00:01, 13.19it/s]
74/99 0.457G 0.04011 0.04863 0.04746 0.1362 119 416: 75%|#######4 | 38/51 [00:02<00:00, 13.47it/s]
74/99 0.457G 0.04015 0.04925 0.04746 0.1369 110 416: 75%|#######4 | 38/51 [00:02<00:00, 13.47it/s]
74/99 0.457G 0.04016 0.04987 0.04748 0.1375 108 416: 75%|#######4 | 38/51 [00:02<00:00, 13.47it/s]
74/99 0.457G 0.04016 0.04987 0.04748 0.1375 108 416: 78%|#######8 | 40/51 [00:02<00:00, 13.63it/s]
74/99 0.457G 0.0402 0.05007 0.04746 0.1377 77 416: 78%|#######8 | 40/51 [00:03<00:00, 13.63it/s]
74/99 0.457G 0.04012 0.0499 0.04738 0.1374 63 416: 78%|#######8 | 40/51 [00:03<00:00, 13.63it/s]
74/99 0.457G 0.04012 0.0499 0.04738 0.1374 63 416: 82%|########2 | 42/51 [00:03<00:00, 13.51it/s]
74/99 0.457G 0.03999 0.05061 0.04702 0.1376 143 416: 82%|########2 | 42/51 [00:03<00:00, 13.51it/s]
74/99 0.457G 0.03985 0.05102 0.04704 0.1379 90 416: 82%|########2 | 42/51 [00:03<00:00, 13.51it/s]
74/99 0.457G 0.03985 0.05102 0.04704 0.1379 90 416: 86%|########6 | 44/51 [00:03<00:00, 14.13it/s]
74/99 0.457G 0.03969 0.05105 0.04668 0.1374 90 416: 86%|########6 | 44/51 [00:03<00:00, 14.13it/s]
74/99 0.457G 0.03967 0.0509 0.04671 0.1373 60 416: 86%|########6 | 44/51 [00:03<00:00, 14.13it/s]
74/99 0.457G 0.03967 0.0509 0.04671 0.1373 60 416: 90%|######### | 46/51 [00:03<00:00, 14.16it/s]
74/99 0.457G 0.03957 0.05097 0.04671 0.1373 79 416: 90%|######### | 46/51 [00:03<00:00, 14.16it/s]
74/99 0.457G 0.03946 0.05067 0.04675 0.1369 48 416: 90%|######### | 46/51 [00:03<00:00, 14.16it/s]
74/99 0.457G 0.03946 0.05067 0.04675 0.1369 48 416: 94%|#########4| 48/51 [00:03<00:00, 14.17it/s]
74/99 0.457G 0.03956 0.05057 0.04679 0.1369 74 416: 94%|#########4| 48/51 [00:03<00:00, 14.17it/s]
74/99 0.457G 0.03943 0.05073 0.04686 0.137 87 416: 94%|#########4| 48/51 [00:03<00:00, 14.17it/s]
74/99 0.457G 0.03943 0.05073 0.04686 0.137 87 416: 98%|#########8| 50/51 [00:03<00:00, 13.69it/s]
74/99 0.457G 0.03927 0.05041 0.0468 0.1365 12 416: 98%|#########8| 50/51 [00:03<00:00, 13.69it/s]
74/99 0.457G 0.03927 0.05041 0.0468 0.1365 12 416: 100%|##########| 51/51 [00:03<00:00, 13.52it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.00it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.69it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.22it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.96it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.81it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
75/99 0.457G 0.02757 0.04093 0.03072 0.09923 81 416: 0%| | 0/51 [00:00<?, ?it/s]
75/99 0.457G 0.03133 0.0559 0.03686 0.1241 118 416: 0%| | 0/51 [00:00<?, ?it/s]
75/99 0.457G 0.03133 0.0559 0.03686 0.1241 118 416: 4%|3 | 2/51 [00:00<00:03, 14.23it/s]
75/99 0.457G 0.03308 0.05452 0.04132 0.1289 87 416: 4%|3 | 2/51 [00:00<00:03, 14.23it/s]
75/99 0.457G 0.03362 0.05314 0.04311 0.1299 80 416: 4%|3 | 2/51 [00:00<00:03, 14.23it/s]
75/99 0.457G 0.03362 0.05314 0.04311 0.1299 80 416: 8%|7 | 4/51 [00:00<00:03, 14.09it/s]
75/99 0.457G 0.034 0.04843 0.04423 0.1267 32 416: 8%|7 | 4/51 [00:00<00:03, 14.09it/s]
75/99 0.457G 0.03656 0.04774 0.04541 0.1297 81 416: 8%|7 | 4/51 [00:00<00:03, 14.09it/s]
75/99 0.457G 0.03656 0.04774 0.04541 0.1297 81 416: 12%|#1 | 6/51 [00:00<00:03, 13.45it/s]
75/99 0.457G 0.03768 0.05221 0.04563 0.1355 142 416: 12%|#1 | 6/51 [00:00<00:03, 13.45it/s]
75/99 0.457G 0.03791 0.05109 0.04629 0.1353 63 416: 12%|#1 | 6/51 [00:00<00:03, 13.45it/s]
75/99 0.457G 0.03791 0.05109 0.04629 0.1353 63 416: 16%|#5 | 8/51 [00:00<00:03, 13.72it/s]
75/99 0.457G 0.03791 0.05076 0.04678 0.1354 72 416: 16%|#5 | 8/51 [00:00<00:03, 13.72it/s]
75/99 0.457G 0.03781 0.04954 0.04675 0.1341 62 416: 16%|#5 | 8/51 [00:00<00:03, 13.72it/s]
75/99 0.457G 0.03781 0.04954 0.04675 0.1341 62 416: 20%|#9 | 10/51 [00:00<00:03, 13.36it/s]
75/99 0.457G 0.03798 0.04956 0.04701 0.1345 67 416: 20%|#9 | 10/51 [00:00<00:03, 13.36it/s]
75/99 0.457G 0.03718 0.04758 0.04595 0.1307 45 416: 20%|#9 | 10/51 [00:00<00:03, 13.36it/s]
75/99 0.457G 0.03718 0.04758 0.04595 0.1307 45 416: 24%|##3 | 12/51 [00:00<00:02, 13.61it/s]
75/99 0.457G 0.03724 0.04738 0.04629 0.1309 76 416: 24%|##3 | 12/51 [00:00<00:02, 13.61it/s]
75/99 0.457G 0.03708 0.04606 0.04647 0.1296 31 416: 24%|##3 | 12/51 [00:01<00:02, 13.61it/s]
75/99 0.457G 0.03708 0.04606 0.04647 0.1296 31 416: 27%|##7 | 14/51 [00:01<00:02, 13.33it/s]
75/99 0.457G 0.0366 0.04646 0.0463 0.1294 71 416: 27%|##7 | 14/51 [00:01<00:02, 13.33it/s]
75/99 0.457G 0.03655 0.04552 0.04598 0.128 49 416: 27%|##7 | 14/51 [00:01<00:02, 13.33it/s]
75/99 0.457G 0.03655 0.04552 0.04598 0.128 49 416: 31%|###1 | 16/51 [00:01<00:02, 12.72it/s]
75/99 0.457G 0.0364 0.047 0.04627 0.1297 108 416: 31%|###1 | 16/51 [00:01<00:02, 12.72it/s]
75/99 0.457G 0.03664 0.0474 0.04691 0.131 106 416: 31%|###1 | 16/51 [00:01<00:02, 12.72it/s]
75/99 0.457G 0.03664 0.0474 0.04691 0.131 106 416: 35%|###5 | 18/51 [00:01<00:02, 13.10it/s]
75/99 0.457G 0.03668 0.0472 0.04693 0.1308 69 416: 35%|###5 | 18/51 [00:01<00:02, 13.10it/s]
75/99 0.457G 0.03674 0.04815 0.04699 0.1319 103 416: 35%|###5 | 18/51 [00:01<00:02, 13.10it/s]
75/99 0.457G 0.03674 0.04815 0.04699 0.1319 103 416: 39%|###9 | 20/51 [00:01<00:02, 13.41it/s]
75/99 0.457G 0.03653 0.04737 0.04694 0.1308 48 416: 39%|###9 | 20/51 [00:01<00:02, 13.41it/s]
75/99 0.457G 0.03637 0.04611 0.0464 0.1289 26 416: 39%|###9 | 20/51 [00:01<00:02, 13.41it/s]
75/99 0.457G 0.03637 0.04611 0.0464 0.1289 26 416: 43%|####3 | 22/51 [00:01<00:02, 13.64it/s]
75/99 0.457G 0.03634 0.04562 0.04635 0.1283 46 416: 43%|####3 | 22/51 [00:01<00:02, 13.64it/s]
75/99 0.457G 0.03609 0.04565 0.04637 0.1281 62 416: 43%|####3 | 22/51 [00:01<00:02, 13.64it/s]
75/99 0.457G 0.03609 0.04565 0.04637 0.1281 62 416: 47%|####7 | 24/51 [00:01<00:01, 13.61it/s]
75/99 0.457G 0.03664 0.04612 0.04656 0.1293 96 416: 47%|####7 | 24/51 [00:01<00:01, 13.61it/s]
75/99 0.457G 0.03662 0.04614 0.04645 0.1292 79 416: 47%|####7 | 24/51 [00:01<00:01, 13.61it/s]
75/99 0.457G 0.03662 0.04614 0.04645 0.1292 79 416: 51%|##### | 26/51 [00:01<00:01, 13.98it/s]
75/99 0.457G 0.03625 0.04639 0.0459 0.1285 102 416: 51%|##### | 26/51 [00:01<00:01, 13.98it/s]
75/99 0.457G 0.03596 0.046 0.04591 0.1279 46 416: 51%|##### | 26/51 [00:02<00:01, 13.98it/s]
75/99 0.457G 0.03596 0.046 0.04591 0.1279 46 416: 55%|#####4 | 28/51 [00:02<00:01, 14.04it/s]
75/99 0.457G 0.03572 0.04749 0.04543 0.1286 167 416: 55%|#####4 | 28/51 [00:02<00:01, 14.04it/s]
75/99 0.457G 0.03575 0.04716 0.04548 0.1284 46 416: 55%|#####4 | 28/51 [00:02<00:01, 14.04it/s]
75/99 0.457G 0.03575 0.04716 0.04548 0.1284 46 416: 59%|#####8 | 30/51 [00:02<00:01, 14.09it/s]
75/99 0.457G 0.03561 0.04687 0.04544 0.1279 53 416: 59%|#####8 | 30/51 [00:02<00:01, 14.09it/s]
75/99 0.457G 0.03568 0.04684 0.0455 0.128 75 416: 59%|#####8 | 30/51 [00:02<00:01, 14.09it/s]
75/99 0.457G 0.03568 0.04684 0.0455 0.128 75 416: 63%|######2 | 32/51 [00:02<00:01, 13.19it/s]
75/99 0.457G 0.03545 0.04627 0.04559 0.1273 36 416: 63%|######2 | 32/51 [00:02<00:01, 13.19it/s]
75/99 0.457G 0.03533 0.04687 0.04562 0.1278 94 416: 63%|######2 | 32/51 [00:02<00:01, 13.19it/s]
75/99 0.457G 0.03533 0.04687 0.04562 0.1278 94 416: 67%|######6 | 34/51 [00:02<00:01, 13.47it/s]
75/99 0.457G 0.03536 0.04657 0.04563 0.1276 56 416: 67%|######6 | 34/51 [00:02<00:01, 13.47it/s]
75/99 0.457G 0.03541 0.04753 0.04569 0.1286 102 416: 67%|######6 | 34/51 [00:02<00:01, 13.47it/s]
75/99 0.457G 0.03541 0.04753 0.04569 0.1286 102 416: 71%|####### | 36/51 [00:02<00:01, 13.67it/s]
75/99 0.457G 0.03546 0.04793 0.04575 0.1291 98 416: 71%|####### | 36/51 [00:02<00:01, 13.67it/s]
75/99 0.457G 0.03541 0.04821 0.04582 0.1294 84 416: 71%|####### | 36/51 [00:02<00:01, 13.67it/s]
75/99 0.457G 0.03541 0.04821 0.04582 0.1294 84 416: 75%|#######4 | 38/51 [00:02<00:00, 13.81it/s]
75/99 0.457G 0.03552 0.04858 0.04579 0.1299 116 416: 75%|#######4 | 38/51 [00:02<00:00, 13.81it/s]
75/99 0.457G 0.03536 0.04793 0.04568 0.129 29 416: 75%|#######4 | 38/51 [00:02<00:00, 13.81it/s]
75/99 0.457G 0.03536 0.04793 0.04568 0.129 29 416: 78%|#######8 | 40/51 [00:02<00:00, 13.48it/s]
75/99 0.457G 0.03534 0.04775 0.04565 0.1287 62 416: 78%|#######8 | 40/51 [00:03<00:00, 13.48it/s]
75/99 0.457G 0.03526 0.04772 0.04563 0.1286 66 416: 78%|#######8 | 40/51 [00:03<00:00, 13.48it/s]
75/99 0.457G 0.03526 0.04772 0.04563 0.1286 66 416: 82%|########2 | 42/51 [00:03<00:00, 13.69it/s]
75/99 0.457G 0.03538 0.04721 0.04561 0.1282 37 416: 82%|########2 | 42/51 [00:03<00:00, 13.69it/s]
75/99 0.457G 0.03551 0.04758 0.04572 0.1288 103 416: 82%|########2 | 42/51 [00:03<00:00, 13.69it/s]
75/99 0.457G 0.03551 0.04758 0.04572 0.1288 103 416: 86%|########6 | 44/51 [00:03<00:00, 13.79it/s]
75/99 0.457G 0.03538 0.04748 0.04571 0.1286 54 416: 86%|########6 | 44/51 [00:03<00:00, 13.79it/s]
75/99 0.457G 0.03561 0.04698 0.04582 0.1284 25 416: 86%|########6 | 44/51 [00:03<00:00, 13.79it/s]
75/99 0.457G 0.03561 0.04698 0.04582 0.1284 25 416: 90%|######### | 46/51 [00:03<00:00, 13.69it/s]
75/99 0.457G 0.03585 0.04735 0.04583 0.129 112 416: 90%|######### | 46/51 [00:03<00:00, 13.69it/s]
75/99 0.457G 0.03587 0.04737 0.04587 0.1291 76 416: 90%|######### | 46/51 [00:03<00:00, 13.69it/s]
75/99 0.457G 0.03587 0.04737 0.04587 0.1291 76 416: 94%|#########4| 48/51 [00:03<00:00, 12.78it/s]
75/99 0.457G 0.03602 0.04816 0.04594 0.1301 152 416: 94%|#########4| 48/51 [00:03<00:00, 12.78it/s]
75/99 0.457G 0.03593 0.04763 0.04593 0.1295 27 416: 94%|#########4| 48/51 [00:03<00:00, 12.78it/s]
75/99 0.457G 0.03593 0.04763 0.04593 0.1295 27 416: 98%|#########8| 50/51 [00:03<00:00, 13.16it/s]
75/99 0.457G 0.03562 0.04688 0.04579 0.1283 1 416: 98%|#########8| 50/51 [00:03<00:00, 13.16it/s]
75/99 0.457G 0.03562 0.04688 0.04579 0.1283 1 416: 100%|##########| 51/51 [00:03<00:00, 13.53it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.99it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 12.24it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.89it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.21it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.73it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
76/99 0.457G 0.04309 0.03519 0.04666 0.1249 61 416: 0%| | 0/51 [00:00<?, ?it/s]
76/99 0.457G 0.03777 0.03781 0.04819 0.1238 55 416: 0%| | 0/51 [00:00<?, ?it/s]
76/99 0.457G 0.03777 0.03781 0.04819 0.1238 55 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
76/99 0.457G 0.03889 0.02791 0.0554 0.1222 6 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
76/99 0.457G 0.04029 0.03219 0.05378 0.1263 65 416: 4%|3 | 2/51 [00:00<00:03, 12.74it/s]
76/99 0.457G 0.04029 0.03219 0.05378 0.1263 65 416: 8%|7 | 4/51 [00:00<00:03, 13.55it/s]
76/99 0.457G 0.03905 0.03971 0.05235 0.1311 98 416: 8%|7 | 4/51 [00:00<00:03, 13.55it/s]
76/99 0.457G 0.03864 0.04185 0.05121 0.1317 83 416: 8%|7 | 4/51 [00:00<00:03, 13.55it/s]
76/99 0.457G 0.03864 0.04185 0.05121 0.1317 83 416: 12%|#1 | 6/51 [00:00<00:03, 13.81it/s]
76/99 0.457G 0.0391 0.0448 0.05136 0.1353 99 416: 12%|#1 | 6/51 [00:00<00:03, 13.81it/s]
76/99 0.457G 0.04057 0.04627 0.05094 0.1378 100 416: 12%|#1 | 6/51 [00:00<00:03, 13.81it/s]
76/99 0.457G 0.04057 0.04627 0.05094 0.1378 100 416: 16%|#5 | 8/51 [00:00<00:03, 13.38it/s]
76/99 0.457G 0.03889 0.0436 0.04913 0.1316 34 416: 16%|#5 | 8/51 [00:00<00:03, 13.38it/s]
76/99 0.457G 0.03917 0.04452 0.04947 0.1332 91 416: 16%|#5 | 8/51 [00:00<00:03, 13.38it/s]
76/99 0.457G 0.03917 0.04452 0.04947 0.1332 91 416: 20%|#9 | 10/51 [00:00<00:02, 14.15it/s]
76/99 0.457G 0.03947 0.04488 0.04906 0.1334 81 416: 20%|#9 | 10/51 [00:00<00:02, 14.15it/s]
76/99 0.457G 0.03864 0.04447 0.04889 0.132 47 416: 20%|#9 | 10/51 [00:00<00:02, 14.15it/s]
76/99 0.457G 0.03864 0.04447 0.04889 0.132 47 416: 24%|##3 | 12/51 [00:00<00:02, 13.64it/s]
76/99 0.457G 0.03834 0.04646 0.04863 0.1334 103 416: 24%|##3 | 12/51 [00:00<00:02, 13.64it/s]
76/99 0.457G 0.03846 0.04501 0.04783 0.1313 52 416: 24%|##3 | 12/51 [00:01<00:02, 13.64it/s]
76/99 0.457G 0.03846 0.04501 0.04783 0.1313 52 416: 27%|##7 | 14/51 [00:01<00:02, 12.48it/s]
76/99 0.457G 0.0383 0.04505 0.04783 0.1312 53 416: 27%|##7 | 14/51 [00:01<00:02, 12.48it/s]
76/99 0.457G 0.03802 0.04575 0.04738 0.1311 87 416: 27%|##7 | 14/51 [00:01<00:02, 12.48it/s]
76/99 0.457G 0.03802 0.04575 0.04738 0.1311 87 416: 31%|###1 | 16/51 [00:01<00:02, 12.98it/s]
76/99 0.457G 0.03778 0.0475 0.04738 0.1327 110 416: 31%|###1 | 16/51 [00:01<00:02, 12.98it/s]
76/99 0.457G 0.0373 0.04904 0.04651 0.1329 136 416: 31%|###1 | 16/51 [00:01<00:02, 12.98it/s]
76/99 0.457G 0.0373 0.04904 0.04651 0.1329 136 416: 35%|###5 | 18/51 [00:01<00:02, 13.32it/s]
76/99 0.457G 0.03736 0.04866 0.04635 0.1324 75 416: 35%|###5 | 18/51 [00:01<00:02, 13.32it/s]
76/99 0.457G 0.0374 0.04833 0.0466 0.1323 69 416: 35%|###5 | 18/51 [00:01<00:02, 13.32it/s]
76/99 0.457G 0.0374 0.04833 0.0466 0.1323 69 416: 39%|###9 | 20/51 [00:01<00:02, 13.57it/s]
76/99 0.457G 0.03718 0.04794 0.04669 0.1318 54 416: 39%|###9 | 20/51 [00:01<00:02, 13.57it/s]
76/99 0.457G 0.03717 0.04731 0.04645 0.1309 30 416: 39%|###9 | 20/51 [00:01<00:02, 13.57it/s]
76/99 0.457G 0.03717 0.04731 0.04645 0.1309 30 416: 43%|####3 | 22/51 [00:01<00:02, 13.71it/s]
76/99 0.457G 0.03692 0.04696 0.04639 0.1303 49 416: 43%|####3 | 22/51 [00:01<00:02, 13.71it/s]
76/99 0.457G 0.03653 0.04591 0.04652 0.129 25 416: 43%|####3 | 22/51 [00:01<00:02, 13.71it/s]
76/99 0.457G 0.03653 0.04591 0.04652 0.129 25 416: 47%|####7 | 24/51 [00:01<00:01, 13.84it/s]
76/99 0.457G 0.03654 0.04674 0.04695 0.1302 115 416: 47%|####7 | 24/51 [00:01<00:01, 13.84it/s]
76/99 0.457G 0.03672 0.04773 0.04696 0.1314 118 416: 47%|####7 | 24/51 [00:01<00:01, 13.84it/s]
76/99 0.457G 0.03672 0.04773 0.04696 0.1314 118 416: 51%|##### | 26/51 [00:01<00:01, 13.94it/s]
76/99 0.457G 0.03666 0.04764 0.04693 0.1312 49 416: 51%|##### | 26/51 [00:01<00:01, 13.94it/s]
76/99 0.457G 0.03653 0.04687 0.04695 0.1303 30 416: 51%|##### | 26/51 [00:02<00:01, 13.94it/s]
76/99 0.457G 0.03653 0.04687 0.04695 0.1303 30 416: 55%|#####4 | 28/51 [00:02<00:01, 13.56it/s]
76/99 0.457G 0.03608 0.04584 0.04661 0.1285 24 416: 55%|#####4 | 28/51 [00:02<00:01, 13.56it/s]
76/99 0.457G 0.03597 0.04571 0.04663 0.1283 55 416: 55%|#####4 | 28/51 [00:02<00:01, 13.56it/s]
76/99 0.457G 0.03597 0.04571 0.04663 0.1283 55 416: 59%|#####8 | 30/51 [00:02<00:01, 12.75it/s]
76/99 0.457G 0.03603 0.04496 0.04667 0.1277 32 416: 59%|#####8 | 30/51 [00:02<00:01, 12.75it/s]
76/99 0.457G 0.03605 0.04536 0.04673 0.1282 98 416: 59%|#####8 | 30/51 [00:02<00:01, 12.75it/s]
76/99 0.457G 0.03605 0.04536 0.04673 0.1282 98 416: 63%|######2 | 32/51 [00:02<00:01, 13.15it/s]
76/99 0.457G 0.036 0.04482 0.04664 0.1275 46 416: 63%|######2 | 32/51 [00:02<00:01, 13.15it/s]
76/99 0.457G 0.03588 0.04491 0.04649 0.1273 80 416: 63%|######2 | 32/51 [00:02<00:01, 13.15it/s]
76/99 0.457G 0.03588 0.04491 0.04649 0.1273 80 416: 67%|######6 | 34/51 [00:02<00:01, 13.23it/s]
76/99 0.457G 0.0361 0.04458 0.04669 0.1274 60 416: 67%|######6 | 34/51 [00:02<00:01, 13.23it/s]
76/99 0.457G 0.03607 0.04415 0.04661 0.1268 35 416: 67%|######6 | 34/51 [00:02<00:01, 13.23it/s]
76/99 0.457G 0.03607 0.04415 0.04661 0.1268 35 416: 71%|####### | 36/51 [00:02<00:01, 13.65it/s]
76/99 0.457G 0.03603 0.04464 0.04664 0.1273 84 416: 71%|####### | 36/51 [00:02<00:01, 13.65it/s]
76/99 0.457G 0.03627 0.04586 0.04669 0.1288 171 416: 71%|####### | 36/51 [00:02<00:01, 13.65it/s]
76/99 0.457G 0.03627 0.04586 0.04669 0.1288 171 416: 75%|#######4 | 38/51 [00:02<00:00, 13.80it/s]
76/99 0.457G 0.03619 0.04606 0.04668 0.1289 90 416: 75%|#######4 | 38/51 [00:02<00:00, 13.80it/s]
76/99 0.457G 0.03613 0.04603 0.04671 0.1289 53 416: 75%|#######4 | 38/51 [00:02<00:00, 13.80it/s]
76/99 0.457G 0.03613 0.04603 0.04671 0.1289 53 416: 78%|#######8 | 40/51 [00:02<00:00, 13.46it/s]
76/99 0.457G 0.03615 0.04594 0.04678 0.1289 69 416: 78%|#######8 | 40/51 [00:03<00:00, 13.46it/s]
76/99 0.457G 0.03601 0.04564 0.04665 0.1283 54 416: 78%|#######8 | 40/51 [00:03<00:00, 13.46it/s]
76/99 0.457G 0.03601 0.04564 0.04665 0.1283 54 416: 82%|########2 | 42/51 [00:03<00:00, 13.67it/s]
76/99 0.457G 0.03598 0.04576 0.04666 0.1284 91 416: 82%|########2 | 42/51 [00:03<00:00, 13.67it/s]
76/99 0.457G 0.03592 0.04613 0.04664 0.1287 95 416: 82%|########2 | 42/51 [00:03<00:00, 13.67it/s]
76/99 0.457G 0.03592 0.04613 0.04664 0.1287 95 416: 86%|########6 | 44/51 [00:03<00:00, 13.38it/s]
76/99 0.457G 0.0359 0.04541 0.04703 0.1283 17 416: 86%|########6 | 44/51 [00:03<00:00, 13.38it/s]
76/99 0.457G 0.03592 0.04553 0.0471 0.1285 76 416: 86%|########6 | 44/51 [00:03<00:00, 13.38it/s]
76/99 0.457G 0.03592 0.04553 0.0471 0.1285 76 416: 90%|######### | 46/51 [00:03<00:00, 12.78it/s]
76/99 0.457G 0.03592 0.0456 0.0471 0.1286 61 416: 90%|######### | 46/51 [00:03<00:00, 12.78it/s]
76/99 0.457G 0.03592 0.0457 0.04712 0.1287 80 416: 90%|######### | 46/51 [00:03<00:00, 12.78it/s]
76/99 0.457G 0.03592 0.0457 0.04712 0.1287 80 416: 94%|#########4| 48/51 [00:03<00:00, 13.14it/s]
76/99 0.457G 0.03593 0.04611 0.04713 0.1292 85 416: 94%|#########4| 48/51 [00:03<00:00, 13.14it/s]
76/99 0.457G 0.03591 0.04574 0.04714 0.1288 36 416: 94%|#########4| 48/51 [00:03<00:00, 13.14it/s]
76/99 0.457G 0.03591 0.04574 0.04714 0.1288 36 416: 98%|#########8| 50/51 [00:03<00:00, 13.02it/s]
76/99 0.457G 0.03565 0.04564 0.0469 0.1282 15 416: 98%|#########8| 50/51 [00:03<00:00, 13.02it/s]
76/99 0.457G 0.03565 0.04564 0.0469 0.1282 15 416: 100%|##########| 51/51 [00:03<00:00, 13.39it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 25%|##5 | 2/8 [00:00<00:00, 11.58it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 11.58it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 11.49it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 13.56it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.74it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
77/99 0.457G 0.0405 0.04007 0.04443 0.125 63 416: 0%| | 0/51 [00:00<?, ?it/s]
77/99 0.457G 0.04168 0.03337 0.04488 0.1199 41 416: 0%| | 0/51 [00:00<?, ?it/s]
77/99 0.457G 0.04168 0.03337 0.04488 0.1199 41 416: 4%|3 | 2/51 [00:00<00:03, 12.65it/s]
77/99 0.457G 0.0399 0.03447 0.04238 0.1168 56 416: 4%|3 | 2/51 [00:00<00:03, 12.65it/s]
77/99 0.457G 0.03947 0.03888 0.04326 0.1216 74 416: 4%|3 | 2/51 [00:00<00:03, 12.65it/s]
77/99 0.457G 0.03947 0.03888 0.04326 0.1216 74 416: 8%|7 | 4/51 [00:00<00:03, 13.57it/s]
77/99 0.457G 0.038 0.04169 0.04418 0.1239 76 416: 8%|7 | 4/51 [00:00<00:03, 13.57it/s]
77/99 0.457G 0.03687 0.0446 0.04502 0.1265 104 416: 8%|7 | 4/51 [00:00<00:03, 13.57it/s]
77/99 0.457G 0.03687 0.0446 0.04502 0.1265 104 416: 12%|#1 | 6/51 [00:00<00:03, 13.84it/s]
77/99 0.457G 0.03605 0.04573 0.04547 0.1272 63 416: 12%|#1 | 6/51 [00:00<00:03, 13.84it/s]
77/99 0.457G 0.03665 0.0453 0.04588 0.1278 68 416: 12%|#1 | 6/51 [00:00<00:03, 13.84it/s]
77/99 0.457G 0.03665 0.0453 0.04588 0.1278 68 416: 16%|#5 | 8/51 [00:00<00:03, 13.38it/s]
77/99 0.457G 0.03666 0.04419 0.04542 0.1263 61 416: 16%|#5 | 8/51 [00:00<00:03, 13.38it/s]
77/99 0.457G 0.03576 0.04125 0.04516 0.1222 15 416: 16%|#5 | 8/51 [00:00<00:03, 13.38it/s]
77/99 0.457G 0.03576 0.04125 0.04516 0.1222 15 416: 20%|#9 | 10/51 [00:00<00:03, 12.67it/s]
77/99 0.457G 0.03729 0.04222 0.04548 0.125 92 416: 20%|#9 | 10/51 [00:00<00:03, 12.67it/s]
77/99 0.457G 0.03726 0.04163 0.04561 0.1245 51 416: 20%|#9 | 10/51 [00:00<00:03, 12.67it/s]
77/99 0.457G 0.03726 0.04163 0.04561 0.1245 51 416: 24%|##3 | 12/51 [00:00<00:03, 12.65it/s]
77/99 0.457G 0.03752 0.04338 0.04601 0.1269 117 416: 24%|##3 | 12/51 [00:01<00:03, 12.65it/s]
77/99 0.457G 0.03713 0.04334 0.04636 0.1268 53 416: 24%|##3 | 12/51 [00:01<00:03, 12.65it/s]
77/99 0.457G 0.03713 0.04334 0.04636 0.1268 53 416: 27%|##7 | 14/51 [00:01<00:02, 12.71it/s]
77/99 0.457G 0.03681 0.04244 0.04635 0.1256 48 416: 27%|##7 | 14/51 [00:01<00:02, 12.71it/s]
77/99 0.457G 0.03692 0.04311 0.04667 0.1267 72 416: 27%|##7 | 14/51 [00:01<00:02, 12.71it/s]
77/99 0.457G 0.03692 0.04311 0.04667 0.1267 72 416: 31%|###1 | 16/51 [00:01<00:02, 13.15it/s]
77/99 0.457G 0.03699 0.04382 0.04632 0.1271 97 416: 31%|###1 | 16/51 [00:01<00:02, 13.15it/s]
77/99 0.457G 0.03638 0.04346 0.04551 0.1254 72 416: 31%|###1 | 16/51 [00:01<00:02, 13.15it/s]
77/99 0.457G 0.03638 0.04346 0.04551 0.1254 72 416: 35%|###5 | 18/51 [00:01<00:02, 13.44it/s]
77/99 0.457G 0.03653 0.04274 0.04556 0.1248 33 416: 35%|###5 | 18/51 [00:01<00:02, 13.44it/s]
77/99 0.457G 0.0364 0.04236 0.04565 0.1244 56 416: 35%|###5 | 18/51 [00:01<00:02, 13.44it/s]
77/99 0.457G 0.0364 0.04236 0.04565 0.1244 56 416: 39%|###9 | 20/51 [00:01<00:02, 13.48it/s]
77/99 0.457G 0.03597 0.04309 0.04503 0.1241 103 416: 39%|###9 | 20/51 [00:01<00:02, 13.48it/s]
77/99 0.457G 0.03604 0.04248 0.04451 0.123 57 416: 39%|###9 | 20/51 [00:01<00:02, 13.48it/s]
77/99 0.457G 0.03604 0.04248 0.04451 0.123 57 416: 43%|####3 | 22/51 [00:01<00:02, 13.70it/s]
77/99 0.457G 0.03592 0.04248 0.04415 0.1226 71 416: 43%|####3 | 22/51 [00:01<00:02, 13.70it/s]
77/99 0.457G 0.0357 0.04197 0.04415 0.1218 43 416: 43%|####3 | 22/51 [00:01<00:02, 13.70it/s]
77/99 0.457G 0.0357 0.04197 0.04415 0.1218 43 416: 47%|####7 | 24/51 [00:01<00:01, 13.83it/s]
77/99 0.457G 0.0356 0.04105 0.04432 0.121 26 416: 47%|####7 | 24/51 [00:01<00:01, 13.83it/s]
77/99 0.457G 0.03545 0.04152 0.04437 0.1213 79 416: 47%|####7 | 24/51 [00:01<00:01, 13.83it/s]
77/99 0.457G 0.03545 0.04152 0.04437 0.1213 79 416: 51%|##### | 26/51 [00:01<00:01, 13.02it/s]
77/99 0.457G 0.03514 0.04077 0.0438 0.1197 35 416: 51%|##### | 26/51 [00:02<00:01, 13.02it/s]
77/99 0.457G 0.03488 0.04123 0.04386 0.12 70 416: 51%|##### | 26/51 [00:02<00:01, 13.02it/s]
77/99 0.457G 0.03488 0.04123 0.04386 0.12 70 416: 55%|#####4 | 28/51 [00:02<00:01, 13.35it/s]
77/99 0.457G 0.03459 0.04059 0.04377 0.1189 31 416: 55%|#####4 | 28/51 [00:02<00:01, 13.35it/s]
77/99 0.457G 0.03511 0.04076 0.04383 0.1197 84 416: 55%|#####4 | 28/51 [00:02<00:01, 13.35it/s]
77/99 0.457G 0.03511 0.04076 0.04383 0.1197 84 416: 59%|#####8 | 30/51 [00:02<00:01, 13.59it/s]
77/99 0.457G 0.03524 0.04207 0.04392 0.1212 151 416: 59%|#####8 | 30/51 [00:02<00:01, 13.59it/s]
77/99 0.457G 0.03515 0.04162 0.04393 0.1207 36 416: 59%|#####8 | 30/51 [00:02<00:01, 13.59it/s]
77/99 0.457G 0.03515 0.04162 0.04393 0.1207 36 416: 63%|######2 | 32/51 [00:02<00:01, 13.75it/s]
77/99 0.457G 0.0353 0.04189 0.0439 0.1211 96 416: 63%|######2 | 32/51 [00:02<00:01, 13.75it/s]
77/99 0.457G 0.03534 0.04242 0.04384 0.1216 90 416: 63%|######2 | 32/51 [00:02<00:01, 13.75it/s]
77/99 0.457G 0.03534 0.04242 0.04384 0.1216 90 416: 67%|######6 | 34/51 [00:02<00:01, 13.44it/s]
77/99 0.457G 0.03543 0.04276 0.04396 0.1221 80 416: 67%|######6 | 34/51 [00:02<00:01, 13.44it/s]
77/99 0.457G 0.03525 0.04323 0.04406 0.1225 79 416: 67%|######6 | 34/51 [00:02<00:01, 13.44it/s]
77/99 0.457G 0.03525 0.04323 0.04406 0.1225 79 416: 71%|####### | 36/51 [00:02<00:01, 13.65it/s]
77/99 0.457G 0.03525 0.04358 0.04403 0.1229 107 416: 71%|####### | 36/51 [00:02<00:01, 13.65it/s]
77/99 0.457G 0.03485 0.04361 0.04372 0.1222 79 416: 71%|####### | 36/51 [00:02<00:01, 13.65it/s]
77/99 0.457G 0.03485 0.04361 0.04372 0.1222 79 416: 75%|#######4 | 38/51 [00:02<00:00, 13.80it/s]
77/99 0.457G 0.03491 0.04386 0.04385 0.1226 56 416: 75%|#######4 | 38/51 [00:02<00:00, 13.80it/s]
77/99 0.457G 0.0347 0.0439 0.04358 0.1222 78 416: 75%|#######4 | 38/51 [00:02<00:00, 13.80it/s]
77/99 0.457G 0.0347 0.0439 0.04358 0.1222 78 416: 78%|#######8 | 40/51 [00:02<00:00, 14.22it/s]
77/99 0.457G 0.03459 0.04361 0.04355 0.1218 45 416: 78%|#######8 | 40/51 [00:03<00:00, 14.22it/s]
77/99 0.457G 0.03483 0.04295 0.04388 0.1217 14 416: 78%|#######8 | 40/51 [00:03<00:00, 14.22it/s]
77/99 0.457G 0.03483 0.04295 0.04388 0.1217 14 416: 82%|########2 | 42/51 [00:03<00:00, 13.42it/s]
77/99 0.457G 0.03489 0.04266 0.04395 0.1215 39 416: 82%|########2 | 42/51 [00:03<00:00, 13.42it/s]
77/99 0.457G 0.03494 0.04319 0.04406 0.1222 94 416: 82%|########2 | 42/51 [00:03<00:00, 13.42it/s]
77/99 0.457G 0.03494 0.04319 0.04406 0.1222 94 416: 86%|########6 | 44/51 [00:03<00:00, 13.63it/s]
77/99 0.457G 0.03487 0.043 0.04416 0.122 42 416: 86%|########6 | 44/51 [00:03<00:00, 13.63it/s]
77/99 0.457G 0.03469 0.04254 0.04404 0.1213 30 416: 86%|########6 | 44/51 [00:03<00:00, 13.63it/s]
77/99 0.457G 0.03469 0.04254 0.04404 0.1213 30 416: 90%|######### | 46/51 [00:03<00:00, 13.79it/s]
77/99 0.457G 0.0344 0.04253 0.04377 0.1207 65 416: 90%|######### | 46/51 [00:03<00:00, 13.79it/s]
77/99 0.457G 0.0344 0.0428 0.0439 0.1211 90 416: 90%|######### | 46/51 [00:03<00:00, 13.79it/s]
77/99 0.457G 0.0344 0.0428 0.0439 0.1211 90 416: 94%|#########4| 48/51 [00:03<00:00, 13.65it/s]
77/99 0.457G 0.03447 0.04218 0.04391 0.1206 10 416: 94%|#########4| 48/51 [00:03<00:00, 13.65it/s]
77/99 0.457G 0.03453 0.04173 0.04399 0.1202 29 416: 94%|#########4| 48/51 [00:03<00:00, 13.65it/s]
77/99 0.457G 0.03453 0.04173 0.04399 0.1202 29 416: 98%|#########8| 50/51 [00:03<00:00, 14.06it/s]
77/99 0.457G 0.03429 0.0411 0.0437 0.1191 3 416: 98%|#########8| 50/51 [00:03<00:00, 14.06it/s]
77/99 0.457G 0.03429 0.0411 0.0437 0.1191 3 416: 100%|##########| 51/51 [00:03<00:00, 13.55it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.58it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.07it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.35it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.72it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
78/99 0.457G 0.03896 0.04041 0.04939 0.1288 63 416: 0%| | 0/51 [00:00<?, ?it/s]
78/99 0.457G 0.04023 0.0485 0.04654 0.1353 81 416: 0%| | 0/51 [00:00<?, ?it/s]
78/99 0.457G 0.04023 0.0485 0.04654 0.1353 81 416: 4%|3 | 2/51 [00:00<00:03, 14.00it/s]
78/99 0.457G 0.04162 0.0517 0.04846 0.1418 93 416: 4%|3 | 2/51 [00:00<00:03, 14.00it/s]
78/99 0.457G 0.04208 0.0595 0.04806 0.1496 137 416: 4%|3 | 2/51 [00:00<00:03, 14.00it/s]
78/99 0.457G 0.04208 0.0595 0.04806 0.1496 137 416: 8%|7 | 4/51 [00:00<00:03, 13.25it/s]
78/99 0.457G 0.04017 0.05357 0.04809 0.1418 46 416: 8%|7 | 4/51 [00:00<00:03, 13.25it/s]
78/99 0.457G 0.04085 0.05044 0.04768 0.139 61 416: 8%|7 | 4/51 [00:00<00:03, 13.25it/s]
78/99 0.457G 0.04085 0.05044 0.04768 0.139 61 416: 12%|#1 | 6/51 [00:00<00:03, 13.64it/s]
78/99 0.457G 0.03966 0.04901 0.04723 0.1359 62 416: 12%|#1 | 6/51 [00:00<00:03, 13.64it/s]
78/99 0.457G 0.04006 0.05076 0.04739 0.1382 79 416: 12%|#1 | 6/51 [00:00<00:03, 13.64it/s]
78/99 0.457G 0.04006 0.05076 0.04739 0.1382 79 416: 16%|#5 | 8/51 [00:00<00:03, 12.76it/s]
78/99 0.457G 0.03812 0.0499 0.04564 0.1337 73 416: 16%|#5 | 8/51 [00:00<00:03, 12.76it/s]
78/99 0.457G 0.03808 0.05092 0.04545 0.1344 102 416: 16%|#5 | 8/51 [00:00<00:03, 12.76it/s]
78/99 0.457G 0.03808 0.05092 0.04545 0.1344 102 416: 20%|#9 | 10/51 [00:00<00:03, 12.31it/s]
78/99 0.457G 0.03694 0.05016 0.04426 0.1314 79 416: 20%|#9 | 10/51 [00:00<00:03, 12.31it/s]
78/99 0.457G 0.03703 0.04856 0.04477 0.1304 44 416: 20%|#9 | 10/51 [00:00<00:03, 12.31it/s]
78/99 0.457G 0.03703 0.04856 0.04477 0.1304 44 416: 24%|##3 | 12/51 [00:00<00:03, 12.45it/s]
78/99 0.457G 0.03735 0.04712 0.04512 0.1296 59 416: 24%|##3 | 12/51 [00:01<00:03, 12.45it/s]
78/99 0.457G 0.03663 0.0454 0.04499 0.127 30 416: 24%|##3 | 12/51 [00:01<00:03, 12.45it/s]
78/99 0.457G 0.03663 0.0454 0.04499 0.127 30 416: 27%|##7 | 14/51 [00:01<00:02, 12.93it/s]
78/99 0.457G 0.03636 0.04635 0.04519 0.1279 83 416: 27%|##7 | 14/51 [00:01<00:02, 12.93it/s]
78/99 0.457G 0.03567 0.04636 0.04428 0.1263 82 416: 27%|##7 | 14/51 [00:01<00:02, 12.93it/s]
78/99 0.457G 0.03567 0.04636 0.04428 0.1263 82 416: 31%|###1 | 16/51 [00:01<00:02, 13.32it/s]
78/99 0.457G 0.03543 0.04561 0.04433 0.1254 48 416: 31%|###1 | 16/51 [00:01<00:02, 13.32it/s]
78/99 0.457G 0.03507 0.04654 0.04439 0.126 82 416: 31%|###1 | 16/51 [00:01<00:02, 13.32it/s]
78/99 0.457G 0.03507 0.04654 0.04439 0.126 82 416: 35%|###5 | 18/51 [00:01<00:02, 13.55it/s]
78/99 0.457G 0.0351 0.04496 0.04502 0.1251 19 416: 35%|###5 | 18/51 [00:01<00:02, 13.55it/s]
78/99 0.457G 0.03492 0.04453 0.04509 0.1245 57 416: 35%|###5 | 18/51 [00:01<00:02, 13.55it/s]
78/99 0.457G 0.03492 0.04453 0.04509 0.1245 57 416: 39%|###9 | 20/51 [00:01<00:02, 13.74it/s]
78/99 0.457G 0.03505 0.04653 0.04527 0.1269 110 416: 39%|###9 | 20/51 [00:01<00:02, 13.74it/s]
78/99 0.457G 0.03472 0.04631 0.04517 0.1262 62 416: 39%|###9 | 20/51 [00:01<00:02, 13.74it/s]
78/99 0.457G 0.03472 0.04631 0.04517 0.1262 62 416: 43%|####3 | 22/51 [00:01<00:02, 13.86it/s]
78/99 0.457G 0.03484 0.04579 0.04531 0.1259 58 416: 43%|####3 | 22/51 [00:01<00:02, 13.86it/s]
78/99 0.457G 0.03491 0.04601 0.0453 0.1262 81 416: 43%|####3 | 22/51 [00:01<00:02, 13.86it/s]
78/99 0.457G 0.03491 0.04601 0.0453 0.1262 81 416: 47%|####7 | 24/51 [00:01<00:02, 12.97it/s]
78/99 0.457G 0.03515 0.04637 0.04536 0.1269 96 416: 47%|####7 | 24/51 [00:01<00:02, 12.97it/s]
78/99 0.457G 0.03534 0.04815 0.04548 0.129 137 416: 47%|####7 | 24/51 [00:01<00:02, 12.97it/s]
78/99 0.457G 0.03534 0.04815 0.04548 0.129 137 416: 51%|##### | 26/51 [00:01<00:01, 13.01it/s]
78/99 0.457G 0.03558 0.04907 0.0454 0.13 108 416: 51%|##### | 26/51 [00:02<00:01, 13.01it/s]
78/99 0.457G 0.03543 0.04946 0.04549 0.1304 87 416: 51%|##### | 26/51 [00:02<00:01, 13.01it/s]
78/99 0.457G 0.03543 0.04946 0.04549 0.1304 87 416: 55%|#####4 | 28/51 [00:02<00:01, 13.30it/s]
78/99 0.457G 0.0352 0.04895 0.04528 0.1294 52 416: 55%|#####4 | 28/51 [00:02<00:01, 13.30it/s]
78/99 0.457G 0.03525 0.04867 0.0453 0.1292 74 416: 55%|#####4 | 28/51 [00:02<00:01, 13.30it/s]
78/99 0.457G 0.03525 0.04867 0.0453 0.1292 74 416: 59%|#####8 | 30/51 [00:02<00:01, 13.54it/s]
78/99 0.457G 0.03542 0.04844 0.04529 0.1292 62 416: 59%|#####8 | 30/51 [00:02<00:01, 13.54it/s]
78/99 0.457G 0.03539 0.04868 0.04535 0.1294 89 416: 59%|#####8 | 30/51 [00:02<00:01, 13.54it/s]
78/99 0.457G 0.03539 0.04868 0.04535 0.1294 89 416: 63%|######2 | 32/51 [00:02<00:01, 13.73it/s]
78/99 0.457G 0.03521 0.04809 0.04548 0.1288 47 416: 63%|######2 | 32/51 [00:02<00:01, 13.73it/s]
78/99 0.457G 0.03532 0.04755 0.04526 0.1281 43 416: 63%|######2 | 32/51 [00:02<00:01, 13.73it/s]
78/99 0.457G 0.03532 0.04755 0.04526 0.1281 43 416: 67%|######6 | 34/51 [00:02<00:01, 13.85it/s]
78/99 0.457G 0.0353 0.0472 0.04492 0.1274 66 416: 67%|######6 | 34/51 [00:02<00:01, 13.85it/s]
78/99 0.457G 0.03518 0.04725 0.04492 0.1274 68 416: 67%|######6 | 34/51 [00:02<00:01, 13.85it/s]
78/99 0.457G 0.03518 0.04725 0.04492 0.1274 68 416: 71%|####### | 36/51 [00:02<00:01, 13.95it/s]
78/99 0.457G 0.03528 0.04731 0.04497 0.1276 65 416: 71%|####### | 36/51 [00:02<00:01, 13.95it/s]
78/99 0.457G 0.0354 0.04707 0.04507 0.1275 48 416: 71%|####### | 36/51 [00:02<00:01, 13.95it/s]
78/99 0.457G 0.0354 0.04707 0.04507 0.1275 48 416: 75%|#######4 | 38/51 [00:02<00:00, 13.56it/s]
78/99 0.457G 0.03526 0.04642 0.04511 0.1268 24 416: 75%|#######4 | 38/51 [00:02<00:00, 13.56it/s]
78/99 0.457G 0.03533 0.04646 0.04498 0.1268 86 416: 75%|#######4 | 38/51 [00:03<00:00, 13.56it/s]
78/99 0.457G 0.03533 0.04646 0.04498 0.1268 86 416: 78%|#######8 | 40/51 [00:03<00:00, 12.60it/s]
78/99 0.457G 0.03515 0.04605 0.04494 0.1261 47 416: 78%|#######8 | 40/51 [00:03<00:00, 12.60it/s]
78/99 0.457G 0.03522 0.04614 0.0449 0.1263 90 416: 78%|#######8 | 40/51 [00:03<00:00, 12.60it/s]
78/99 0.457G 0.03522 0.04614 0.0449 0.1263 90 416: 82%|########2 | 42/51 [00:03<00:00, 13.30it/s]
78/99 0.457G 0.03533 0.04533 0.04504 0.1257 9 416: 82%|########2 | 42/51 [00:03<00:00, 13.30it/s]
78/99 0.457G 0.0354 0.04585 0.04501 0.1263 121 416: 82%|########2 | 42/51 [00:03<00:00, 13.30it/s]
78/99 0.457G 0.0354 0.04585 0.04501 0.1263 121 416: 86%|########6 | 44/51 [00:03<00:00, 13.13it/s]
78/99 0.457G 0.03523 0.04555 0.04509 0.1259 41 416: 86%|########6 | 44/51 [00:03<00:00, 13.13it/s]
78/99 0.457G 0.03526 0.04525 0.04516 0.1257 45 416: 86%|########6 | 44/51 [00:03<00:00, 13.13it/s]
78/99 0.457G 0.03526 0.04525 0.04516 0.1257 45 416: 90%|######### | 46/51 [00:03<00:00, 13.42it/s]
78/99 0.457G 0.03521 0.04502 0.04516 0.1254 49 416: 90%|######### | 46/51 [00:03<00:00, 13.42it/s]
78/99 0.457G 0.03502 0.04497 0.04502 0.125 71 416: 90%|######### | 46/51 [00:03<00:00, 13.42it/s]
78/99 0.457G 0.03502 0.04497 0.04502 0.125 71 416: 94%|#########4| 48/51 [00:03<00:00, 13.64it/s]
78/99 0.457G 0.035 0.04449 0.04481 0.1243 33 416: 94%|#########4| 48/51 [00:03<00:00, 13.64it/s]
78/99 0.457G 0.03503 0.04467 0.0448 0.1245 98 416: 94%|#########4| 48/51 [00:03<00:00, 13.64it/s]
78/99 0.457G 0.03503 0.04467 0.0448 0.1245 98 416: 98%|#########8| 50/51 [00:03<00:00, 13.79it/s]
78/99 0.457G 0.03497 0.04401 0.04506 0.124 2 416: 98%|#########8| 50/51 [00:03<00:00, 13.79it/s]
78/99 0.457G 0.03497 0.04401 0.04506 0.124 2 416: 100%|##########| 51/51 [00:03<00:00, 13.36it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 25%|##5 | 2/8 [00:00<00:00, 11.61it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 11.54it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 12.06it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 13.92it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 13.05it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
79/99 0.457G 0.03867 0.03462 0.04779 0.1211 47 416: 0%| | 0/51 [00:00<?, ?it/s]
79/99 0.457G 0.03826 0.03508 0.04622 0.1196 53 416: 0%| | 0/51 [00:00<?, ?it/s]
79/99 0.457G 0.03826 0.03508 0.04622 0.1196 53 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
79/99 0.457G 0.03477 0.03423 0.04252 0.1115 63 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
79/99 0.457G 0.03473 0.03487 0.04396 0.1136 50 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
79/99 0.457G 0.03473 0.03487 0.04396 0.1136 50 416: 8%|7 | 4/51 [00:00<00:03, 12.53it/s]
79/99 0.457G 0.03396 0.0401 0.04407 0.1181 106 416: 8%|7 | 4/51 [00:00<00:03, 12.53it/s]
79/99 0.457G 0.03589 0.04221 0.04425 0.1223 90 416: 8%|7 | 4/51 [00:00<00:03, 12.53it/s]
79/99 0.457G 0.03589 0.04221 0.04425 0.1223 90 416: 12%|#1 | 6/51 [00:00<00:03, 13.13it/s]
79/99 0.457G 0.03638 0.04855 0.04431 0.1292 149 416: 12%|#1 | 6/51 [00:00<00:03, 13.13it/s]
79/99 0.457G 0.03696 0.04483 0.044 0.1258 18 416: 12%|#1 | 6/51 [00:00<00:03, 13.13it/s]
79/99 0.457G 0.03696 0.04483 0.044 0.1258 18 416: 16%|#5 | 8/51 [00:00<00:03, 13.53it/s]
79/99 0.457G 0.03735 0.04416 0.04416 0.1257 53 416: 16%|#5 | 8/51 [00:00<00:03, 13.53it/s]
79/99 0.457G 0.03673 0.04264 0.04407 0.1234 38 416: 16%|#5 | 8/51 [00:00<00:03, 13.53it/s]
79/99 0.457G 0.03673 0.04264 0.04407 0.1234 38 416: 20%|#9 | 10/51 [00:00<00:02, 13.74it/s]
79/99 0.457G 0.03665 0.04404 0.04421 0.1249 95 416: 20%|#9 | 10/51 [00:00<00:02, 13.74it/s]
79/99 0.457G 0.03691 0.04521 0.04457 0.1267 92 416: 20%|#9 | 10/51 [00:00<00:02, 13.74it/s]
79/99 0.457G 0.03691 0.04521 0.04457 0.1267 92 416: 24%|##3 | 12/51 [00:00<00:02, 13.40it/s]
79/99 0.457G 0.0371 0.04703 0.04496 0.1291 106 416: 24%|##3 | 12/51 [00:00<00:02, 13.40it/s]
79/99 0.457G 0.03679 0.04663 0.04482 0.1283 52 416: 24%|##3 | 12/51 [00:01<00:02, 13.40it/s]
79/99 0.457G 0.03679 0.04663 0.04482 0.1283 52 416: 27%|##7 | 14/51 [00:01<00:02, 13.17it/s]
79/99 0.457G 0.03702 0.04698 0.04514 0.1291 73 416: 27%|##7 | 14/51 [00:01<00:02, 13.17it/s]
79/99 0.457G 0.03774 0.0468 0.04536 0.1299 81 416: 27%|##7 | 14/51 [00:01<00:02, 13.17it/s]
79/99 0.457G 0.03774 0.0468 0.04536 0.1299 81 416: 31%|###1 | 16/51 [00:01<00:02, 13.04it/s]
79/99 0.457G 0.03781 0.0478 0.04558 0.1312 111 416: 31%|###1 | 16/51 [00:01<00:02, 13.04it/s]
79/99 0.457G 0.03757 0.04876 0.04569 0.132 88 416: 31%|###1 | 16/51 [00:01<00:02, 13.04it/s]
79/99 0.457G 0.03757 0.04876 0.04569 0.132 88 416: 35%|###5 | 18/51 [00:01<00:02, 13.37it/s]
79/99 0.457G 0.0378 0.04836 0.04566 0.1318 77 416: 35%|###5 | 18/51 [00:01<00:02, 13.37it/s]
79/99 0.457G 0.03788 0.04883 0.04588 0.1326 94 416: 35%|###5 | 18/51 [00:01<00:02, 13.37it/s]
79/99 0.457G 0.03788 0.04883 0.04588 0.1326 94 416: 39%|###9 | 20/51 [00:01<00:02, 12.74it/s]
79/99 0.457G 0.03751 0.04785 0.04567 0.131 33 416: 39%|###9 | 20/51 [00:01<00:02, 12.74it/s]
79/99 0.457G 0.03841 0.0482 0.04578 0.1324 101 416: 39%|###9 | 20/51 [00:01<00:02, 12.74it/s]
79/99 0.457G 0.03841 0.0482 0.04578 0.1324 101 416: 43%|####3 | 22/51 [00:01<00:02, 13.14it/s]
79/99 0.457G 0.03827 0.0477 0.04595 0.1319 47 416: 43%|####3 | 22/51 [00:01<00:02, 13.14it/s]
79/99 0.457G 0.03827 0.04833 0.04613 0.1327 88 416: 43%|####3 | 22/51 [00:01<00:02, 13.14it/s]
79/99 0.457G 0.03827 0.04833 0.04613 0.1327 88 416: 47%|####7 | 24/51 [00:01<00:02, 13.44it/s]
79/99 0.457G 0.03809 0.04701 0.04588 0.131 14 416: 47%|####7 | 24/51 [00:01<00:02, 13.44it/s]
79/99 0.457G 0.03797 0.04717 0.04597 0.1311 72 416: 47%|####7 | 24/51 [00:01<00:02, 13.44it/s]
79/99 0.457G 0.03797 0.04717 0.04597 0.1311 72 416: 51%|##### | 26/51 [00:01<00:01, 13.22it/s]
79/99 0.457G 0.03845 0.0467 0.04599 0.1311 49 416: 51%|##### | 26/51 [00:02<00:01, 13.22it/s]
79/99 0.457G 0.0382 0.04643 0.04587 0.1305 56 416: 51%|##### | 26/51 [00:02<00:01, 13.22it/s]
79/99 0.457G 0.0382 0.04643 0.04587 0.1305 56 416: 55%|#####4 | 28/51 [00:02<00:01, 13.49it/s]
79/99 0.457G 0.03806 0.04584 0.04599 0.1299 38 416: 55%|#####4 | 28/51 [00:02<00:01, 13.49it/s]
79/99 0.457G 0.0378 0.04595 0.04588 0.1296 77 416: 55%|#####4 | 28/51 [00:02<00:01, 13.49it/s]
79/99 0.457G 0.0378 0.04595 0.04588 0.1296 77 416: 59%|#####8 | 30/51 [00:02<00:01, 13.68it/s]
79/99 0.457G 0.03795 0.04594 0.04606 0.13 75 416: 59%|#####8 | 30/51 [00:02<00:01, 13.68it/s]
79/99 0.457G 0.03773 0.04618 0.04596 0.1299 78 416: 59%|#####8 | 30/51 [00:02<00:01, 13.68it/s]
79/99 0.457G 0.03773 0.04618 0.04596 0.1299 78 416: 63%|######2 | 32/51 [00:02<00:01, 13.35it/s]
79/99 0.457G 0.03745 0.04551 0.04601 0.129 29 416: 63%|######2 | 32/51 [00:02<00:01, 13.35it/s]
79/99 0.457G 0.03747 0.04531 0.046 0.1288 42 416: 63%|######2 | 32/51 [00:02<00:01, 13.35it/s]
79/99 0.457G 0.03747 0.04531 0.046 0.1288 42 416: 67%|######6 | 34/51 [00:02<00:01, 13.58it/s]
79/99 0.457G 0.03774 0.04468 0.04627 0.1287 35 416: 67%|######6 | 34/51 [00:02<00:01, 13.58it/s]
79/99 0.457G 0.03766 0.04478 0.04633 0.1288 55 416: 67%|######6 | 34/51 [00:02<00:01, 13.58it/s]
79/99 0.457G 0.03766 0.04478 0.04633 0.1288 55 416: 71%|####### | 36/51 [00:02<00:01, 12.86it/s]
79/99 0.457G 0.03786 0.04475 0.04638 0.129 64 416: 71%|####### | 36/51 [00:02<00:01, 12.86it/s]
79/99 0.457G 0.03791 0.04446 0.04634 0.1287 50 416: 71%|####### | 36/51 [00:02<00:01, 12.86it/s]
79/99 0.457G 0.03791 0.04446 0.04634 0.1287 50 416: 75%|#######4 | 38/51 [00:02<00:00, 13.22it/s]
79/99 0.457G 0.03779 0.04445 0.04642 0.1287 80 416: 75%|#######4 | 38/51 [00:02<00:00, 13.22it/s]
79/99 0.457G 0.03787 0.04435 0.04646 0.1287 61 416: 75%|#######4 | 38/51 [00:03<00:00, 13.22it/s]
79/99 0.457G 0.03787 0.04435 0.04646 0.1287 61 416: 78%|#######8 | 40/51 [00:03<00:00, 12.61it/s]
79/99 0.457G 0.03768 0.04427 0.04639 0.1283 63 416: 78%|#######8 | 40/51 [00:03<00:00, 12.61it/s]
79/99 0.457G 0.03756 0.04409 0.04638 0.128 56 416: 78%|#######8 | 40/51 [00:03<00:00, 12.61it/s]
79/99 0.457G 0.03756 0.04409 0.04638 0.128 56 416: 82%|########2 | 42/51 [00:03<00:00, 13.08it/s]
79/99 0.457G 0.03745 0.04385 0.04643 0.1277 45 416: 82%|########2 | 42/51 [00:03<00:00, 13.08it/s]
79/99 0.457G 0.03758 0.04434 0.04647 0.1284 92 416: 82%|########2 | 42/51 [00:03<00:00, 13.08it/s]
79/99 0.457G 0.03758 0.04434 0.04647 0.1284 92 416: 86%|########6 | 44/51 [00:03<00:00, 12.87it/s]
79/99 0.457G 0.03748 0.04383 0.04656 0.1279 36 416: 86%|########6 | 44/51 [00:03<00:00, 12.87it/s]
79/99 0.457G 0.03777 0.04418 0.04654 0.1285 97 416: 86%|########6 | 44/51 [00:03<00:00, 12.87it/s]
79/99 0.457G 0.03777 0.04418 0.04654 0.1285 97 416: 90%|######### | 46/51 [00:03<00:00, 12.95it/s]
79/99 0.457G 0.03783 0.04435 0.0466 0.1288 79 416: 90%|######### | 46/51 [00:03<00:00, 12.95it/s]
79/99 0.457G 0.03765 0.0441 0.04647 0.1282 43 416: 90%|######### | 46/51 [00:03<00:00, 12.95it/s]
79/99 0.457G 0.03765 0.0441 0.04647 0.1282 43 416: 94%|#########4| 48/51 [00:03<00:00, 13.11it/s]
79/99 0.457G 0.03759 0.04411 0.04643 0.1281 68 416: 94%|#########4| 48/51 [00:03<00:00, 13.11it/s]
79/99 0.457G 0.03751 0.04394 0.04637 0.1278 41 416: 94%|#########4| 48/51 [00:03<00:00, 13.11it/s]
79/99 0.457G 0.03751 0.04394 0.04637 0.1278 41 416: 98%|#########8| 50/51 [00:03<00:00, 13.60it/s]
79/99 0.457G 0.03717 0.04358 0.04602 0.1268 12 416: 98%|#########8| 50/51 [00:03<00:00, 13.60it/s]
79/99 0.457G 0.03717 0.04358 0.04602 0.1268 12 416: 100%|##########| 51/51 [00:03<00:00, 13.28it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 12.42it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.58it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.74it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
80/99 0.457G 0.03564 0.01415 0.04991 0.0997 17 416: 0%| | 0/51 [00:00<?, ?it/s]
80/99 0.457G 0.03564 0.01415 0.04991 0.0997 17 416: 2%|1 | 1/51 [00:00<00:05, 9.11it/s]
80/99 0.457G 0.03706 0.03531 0.04872 0.1211 109 416: 2%|1 | 1/51 [00:00<00:05, 9.11it/s]
80/99 0.457G 0.03783 0.03314 0.0497 0.1207 43 416: 2%|1 | 1/51 [00:00<00:05, 9.11it/s]
80/99 0.457G 0.03783 0.03314 0.0497 0.1207 43 416: 6%|5 | 3/51 [00:00<00:03, 12.37it/s]
80/99 0.457G 0.03665 0.02878 0.0478 0.1132 20 416: 6%|5 | 3/51 [00:00<00:03, 12.37it/s]
80/99 0.457G 0.03729 0.03413 0.04757 0.119 75 416: 6%|5 | 3/51 [00:00<00:03, 12.37it/s]
80/99 0.457G 0.03729 0.03413 0.04757 0.119 75 416: 10%|9 | 5/51 [00:00<00:03, 12.57it/s]
80/99 0.457G 0.03717 0.03622 0.04669 0.1201 59 416: 10%|9 | 5/51 [00:00<00:03, 12.57it/s]
80/99 0.457G 0.03771 0.03499 0.04632 0.119 30 416: 10%|9 | 5/51 [00:00<00:03, 12.57it/s]
80/99 0.457G 0.03771 0.03499 0.04632 0.119 30 416: 14%|#3 | 7/51 [00:00<00:03, 13.19it/s]
80/99 0.457G 0.03765 0.03894 0.04638 0.123 96 416: 14%|#3 | 7/51 [00:00<00:03, 13.19it/s]
80/99 0.457G 0.03647 0.03656 0.04588 0.1189 26 416: 14%|#3 | 7/51 [00:00<00:03, 13.19it/s]
80/99 0.457G 0.03647 0.03656 0.04588 0.1189 26 416: 18%|#7 | 9/51 [00:00<00:03, 13.50it/s]
80/99 0.457G 0.03628 0.03758 0.04589 0.1198 70 416: 18%|#7 | 9/51 [00:00<00:03, 13.50it/s]
80/99 0.457G 0.0369 0.04165 0.04597 0.1245 92 416: 18%|#7 | 9/51 [00:00<00:03, 13.50it/s]
80/99 0.457G 0.0369 0.04165 0.04597 0.1245 92 416: 22%|##1 | 11/51 [00:00<00:03, 13.11it/s]
80/99 0.457G 0.03713 0.04033 0.04693 0.1244 43 416: 22%|##1 | 11/51 [00:00<00:03, 13.11it/s]
80/99 0.457G 0.03695 0.04074 0.04664 0.1243 72 416: 22%|##1 | 11/51 [00:00<00:03, 13.11it/s]
80/99 0.457G 0.03695 0.04074 0.04664 0.1243 72 416: 25%|##5 | 13/51 [00:00<00:02, 13.45it/s]
80/99 0.457G 0.03732 0.04349 0.04676 0.1276 150 416: 25%|##5 | 13/51 [00:01<00:02, 13.45it/s]
80/99 0.457G 0.03754 0.04608 0.04658 0.1302 94 416: 25%|##5 | 13/51 [00:01<00:02, 13.45it/s]
80/99 0.457G 0.03754 0.04608 0.04658 0.1302 94 416: 29%|##9 | 15/51 [00:01<00:02, 13.38it/s]
80/99 0.457G 0.03759 0.04649 0.04653 0.1306 63 416: 29%|##9 | 15/51 [00:01<00:02, 13.38it/s]
80/99 0.457G 0.03746 0.04536 0.04649 0.1293 37 416: 29%|##9 | 15/51 [00:01<00:02, 13.38it/s]
80/99 0.457G 0.03746 0.04536 0.04649 0.1293 37 416: 33%|###3 | 17/51 [00:01<00:02, 12.36it/s]
80/99 0.457G 0.03763 0.04713 0.04659 0.1314 128 416: 33%|###3 | 17/51 [00:01<00:02, 12.36it/s]
80/99 0.457G 0.03792 0.04819 0.04663 0.1327 109 416: 33%|###3 | 17/51 [00:01<00:02, 12.36it/s]
80/99 0.457G 0.03792 0.04819 0.04663 0.1327 109 416: 37%|###7 | 19/51 [00:01<00:02, 12.88it/s]
80/99 0.457G 0.03793 0.04805 0.04669 0.1327 57 416: 37%|###7 | 19/51 [00:01<00:02, 12.88it/s]
80/99 0.457G 0.03773 0.04818 0.04664 0.1326 67 416: 37%|###7 | 19/51 [00:01<00:02, 12.88it/s]
80/99 0.457G 0.03773 0.04818 0.04664 0.1326 67 416: 41%|####1 | 21/51 [00:01<00:02, 13.25it/s]
80/99 0.457G 0.0381 0.04763 0.04665 0.1324 58 416: 41%|####1 | 21/51 [00:01<00:02, 13.25it/s]
80/99 0.457G 0.03869 0.04967 0.04696 0.1353 170 416: 41%|####1 | 21/51 [00:01<00:02, 13.25it/s]
80/99 0.457G 0.03869 0.04967 0.04696 0.1353 170 416: 45%|####5 | 23/51 [00:01<00:02, 13.05it/s]
80/99 0.457G 0.03872 0.05108 0.04686 0.1367 148 416: 45%|####5 | 23/51 [00:01<00:02, 13.05it/s]
80/99 0.457G 0.03866 0.05268 0.04694 0.1383 132 416: 45%|####5 | 23/51 [00:01<00:02, 13.05it/s]
80/99 0.457G 0.03866 0.05268 0.04694 0.1383 132 416: 49%|####9 | 25/51 [00:01<00:01, 13.38it/s]
80/99 0.457G 0.03884 0.05292 0.04693 0.1387 92 416: 49%|####9 | 25/51 [00:01<00:01, 13.38it/s]
80/99 0.457G 0.03892 0.05304 0.04687 0.1388 73 416: 49%|####9 | 25/51 [00:02<00:01, 13.38it/s]
80/99 0.457G 0.03892 0.05304 0.04687 0.1388 73 416: 53%|#####2 | 27/51 [00:02<00:01, 13.60it/s]
80/99 0.457G 0.03866 0.05262 0.04651 0.1378 64 416: 53%|#####2 | 27/51 [00:02<00:01, 13.60it/s]
80/99 0.457G 0.03859 0.05265 0.04647 0.1377 89 416: 53%|#####2 | 27/51 [00:02<00:01, 13.60it/s]
80/99 0.457G 0.03859 0.05265 0.04647 0.1377 89 416: 57%|#####6 | 29/51 [00:02<00:01, 13.77it/s]
80/99 0.457G 0.03871 0.05162 0.04658 0.1369 26 416: 57%|#####6 | 29/51 [00:02<00:01, 13.77it/s]
80/99 0.457G 0.03882 0.05073 0.04643 0.136 36 416: 57%|#####6 | 29/51 [00:02<00:01, 13.77it/s]
80/99 0.457G 0.03882 0.05073 0.04643 0.136 36 416: 61%|###### | 31/51 [00:02<00:01, 13.44it/s]
80/99 0.457G 0.03904 0.05129 0.04638 0.1367 103 416: 61%|###### | 31/51 [00:02<00:01, 13.44it/s]
80/99 0.457G 0.03908 0.05096 0.04638 0.1364 58 416: 61%|###### | 31/51 [00:02<00:01, 13.44it/s]
80/99 0.457G 0.03908 0.05096 0.04638 0.1364 58 416: 65%|######4 | 33/51 [00:02<00:01, 12.73it/s]
80/99 0.457G 0.03891 0.05037 0.0463 0.1356 48 416: 65%|######4 | 33/51 [00:02<00:01, 12.73it/s]
80/99 0.457G 0.03871 0.05004 0.0464 0.1352 46 416: 65%|######4 | 33/51 [00:02<00:01, 12.73it/s]
80/99 0.457G 0.03871 0.05004 0.0464 0.1352 46 416: 69%|######8 | 35/51 [00:02<00:01, 13.20it/s]
80/99 0.457G 0.03895 0.0504 0.04645 0.1358 120 416: 69%|######8 | 35/51 [00:02<00:01, 13.20it/s]
80/99 0.457G 0.03905 0.05103 0.04648 0.1366 114 416: 69%|######8 | 35/51 [00:02<00:01, 13.20it/s]
80/99 0.457G 0.03905 0.05103 0.04648 0.1366 114 416: 73%|#######2 | 37/51 [00:02<00:01, 13.07it/s]
80/99 0.457G 0.03897 0.05157 0.04648 0.137 105 416: 73%|#######2 | 37/51 [00:02<00:01, 13.07it/s]
80/99 0.457G 0.03898 0.05257 0.04658 0.1381 161 416: 73%|#######2 | 37/51 [00:02<00:01, 13.07it/s]
80/99 0.457G 0.03898 0.05257 0.04658 0.1381 161 416: 76%|#######6 | 39/51 [00:02<00:00, 13.37it/s]
80/99 0.457G 0.03886 0.05186 0.04663 0.1374 35 416: 76%|#######6 | 39/51 [00:03<00:00, 13.37it/s]
80/99 0.457G 0.03894 0.05248 0.0467 0.1381 118 416: 76%|#######6 | 39/51 [00:03<00:00, 13.37it/s]
80/99 0.457G 0.03894 0.05248 0.0467 0.1381 118 416: 80%|######## | 41/51 [00:03<00:00, 13.61it/s]
80/99 0.457G 0.03883 0.05202 0.04674 0.1376 42 416: 80%|######## | 41/51 [00:03<00:00, 13.61it/s]
80/99 0.457G 0.03866 0.05177 0.04667 0.1371 56 416: 80%|######## | 41/51 [00:03<00:00, 13.61it/s]
80/99 0.457G 0.03866 0.05177 0.04667 0.1371 56 416: 84%|########4 | 43/51 [00:03<00:00, 13.50it/s]
80/99 0.457G 0.03859 0.05125 0.04678 0.1366 40 416: 84%|########4 | 43/51 [00:03<00:00, 13.50it/s]
80/99 0.457G 0.03857 0.05052 0.04663 0.1357 29 416: 84%|########4 | 43/51 [00:03<00:00, 13.50it/s]
80/99 0.457G 0.03857 0.05052 0.04663 0.1357 29 416: 88%|########8 | 45/51 [00:03<00:00, 13.70it/s]
80/99 0.457G 0.03847 0.0504 0.04661 0.1355 58 416: 88%|########8 | 45/51 [00:03<00:00, 13.70it/s]
80/99 0.457G 0.03818 0.04975 0.04657 0.1345 28 416: 88%|########8 | 45/51 [00:03<00:00, 13.70it/s]
80/99 0.457G 0.03818 0.04975 0.04657 0.1345 28 416: 92%|#########2| 47/51 [00:03<00:00, 13.83it/s]
80/99 0.457G 0.03812 0.04992 0.04657 0.1346 85 416: 92%|#########2| 47/51 [00:03<00:00, 13.83it/s]
80/99 0.457G 0.03818 0.05003 0.04658 0.1348 81 416: 92%|#########2| 47/51 [00:03<00:00, 13.83it/s]
80/99 0.457G 0.03818 0.05003 0.04658 0.1348 81 416: 96%|#########6| 49/51 [00:03<00:00, 13.03it/s]
80/99 0.457G 0.0383 0.04998 0.04664 0.1349 79 416: 96%|#########6| 49/51 [00:03<00:00, 13.03it/s]
80/99 0.457G 0.03827 0.04917 0.04651 0.1339 2 416: 96%|#########6| 49/51 [00:03<00:00, 13.03it/s]
80/99 0.457G 0.03827 0.04917 0.04651 0.1339 2 416: 100%|##########| 51/51 [00:03<00:00, 13.78it/s]
80/99 0.457G 0.03827 0.04917 0.04651 0.1339 2 416: 100%|##########| 51/51 [00:03<00:00, 13.28it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.56it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.16it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.40it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.76it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
81/99 0.457G 0.02394 0.02084 0.03145 0.07623 36 416: 0%| | 0/51 [00:00<?, ?it/s]
81/99 0.457G 0.03163 0.03302 0.03842 0.1031 62 416: 0%| | 0/51 [00:00<?, ?it/s]
81/99 0.457G 0.03163 0.03302 0.03842 0.1031 62 416: 4%|3 | 2/51 [00:00<00:03, 14.36it/s]
81/99 0.457G 0.0359 0.04058 0.03977 0.1163 95 416: 4%|3 | 2/51 [00:00<00:03, 14.36it/s]
81/99 0.457G 0.03468 0.03877 0.04261 0.1161 48 416: 4%|3 | 2/51 [00:00<00:03, 14.36it/s]
81/99 0.457G 0.03468 0.03877 0.04261 0.1161 48 416: 8%|7 | 4/51 [00:00<00:03, 14.26it/s]
81/99 0.457G 0.03602 0.04146 0.04432 0.1218 59 416: 8%|7 | 4/51 [00:00<00:03, 14.26it/s]
81/99 0.457G 0.03589 0.04558 0.04309 0.1246 114 416: 8%|7 | 4/51 [00:00<00:03, 14.26it/s]
81/99 0.457G 0.03589 0.04558 0.04309 0.1246 114 416: 12%|#1 | 6/51 [00:00<00:03, 13.52it/s]
81/99 0.457G 0.03625 0.04341 0.04356 0.1232 44 416: 12%|#1 | 6/51 [00:00<00:03, 13.52it/s]
81/99 0.457G 0.03726 0.04498 0.04382 0.1261 96 416: 12%|#1 | 6/51 [00:00<00:03, 13.52it/s]
81/99 0.457G 0.03726 0.04498 0.04382 0.1261 96 416: 16%|#5 | 8/51 [00:00<00:03, 13.77it/s]
81/99 0.457G 0.03676 0.0436 0.04397 0.1243 44 416: 16%|#5 | 8/51 [00:00<00:03, 13.77it/s]
81/99 0.457G 0.0362 0.04305 0.04358 0.1228 62 416: 16%|#5 | 8/51 [00:00<00:03, 13.77it/s]
81/99 0.457G 0.0362 0.04305 0.04358 0.1228 62 416: 20%|#9 | 10/51 [00:00<00:02, 13.90it/s]
81/99 0.457G 0.03592 0.04024 0.04387 0.12 16 416: 20%|#9 | 10/51 [00:00<00:02, 13.90it/s]
81/99 0.457G 0.03663 0.03789 0.04508 0.1196 17 416: 20%|#9 | 10/51 [00:00<00:02, 13.90it/s]
81/99 0.457G 0.03663 0.03789 0.04508 0.1196 17 416: 24%|##3 | 12/51 [00:00<00:02, 13.50it/s]
81/99 0.457G 0.03692 0.03852 0.04476 0.1202 83 416: 24%|##3 | 12/51 [00:00<00:02, 13.50it/s]
81/99 0.457G 0.0367 0.03778 0.04501 0.1195 37 416: 24%|##3 | 12/51 [00:01<00:02, 13.50it/s]
81/99 0.457G 0.0367 0.03778 0.04501 0.1195 37 416: 27%|##7 | 14/51 [00:01<00:02, 12.77it/s]
81/99 0.457G 0.03734 0.04094 0.04517 0.1235 153 416: 27%|##7 | 14/51 [00:01<00:02, 12.77it/s]
81/99 0.457G 0.03701 0.04351 0.04436 0.1249 158 416: 27%|##7 | 14/51 [00:01<00:02, 12.77it/s]
81/99 0.457G 0.03701 0.04351 0.04436 0.1249 158 416: 31%|###1 | 16/51 [00:01<00:02, 12.90it/s]
81/99 0.457G 0.03688 0.04514 0.04443 0.1265 99 416: 31%|###1 | 16/51 [00:01<00:02, 12.90it/s]
81/99 0.457G 0.03667 0.04562 0.04447 0.1268 81 416: 31%|###1 | 16/51 [00:01<00:02, 12.90it/s]
81/99 0.457G 0.03667 0.04562 0.04447 0.1268 81 416: 35%|###5 | 18/51 [00:01<00:02, 13.13it/s]
81/99 0.457G 0.03662 0.04402 0.04426 0.1249 17 416: 35%|###5 | 18/51 [00:01<00:02, 13.13it/s]
81/99 0.457G 0.03676 0.04408 0.04434 0.1252 52 416: 35%|###5 | 18/51 [00:01<00:02, 13.13it/s]
81/99 0.457G 0.03676 0.04408 0.04434 0.1252 52 416: 39%|###9 | 20/51 [00:01<00:02, 13.43it/s]
81/99 0.457G 0.03623 0.04445 0.04375 0.1244 98 416: 39%|###9 | 20/51 [00:01<00:02, 13.43it/s]
81/99 0.457G 0.0358 0.04471 0.04321 0.1237 93 416: 39%|###9 | 20/51 [00:01<00:02, 13.43it/s]
81/99 0.457G 0.0358 0.04471 0.04321 0.1237 93 416: 43%|####3 | 22/51 [00:01<00:02, 14.10it/s]
81/99 0.457G 0.03606 0.04417 0.0435 0.1237 56 416: 43%|####3 | 22/51 [00:01<00:02, 14.10it/s]
81/99 0.457G 0.03595 0.04435 0.04355 0.1239 63 416: 43%|####3 | 22/51 [00:01<00:02, 14.10it/s]
81/99 0.457G 0.03595 0.04435 0.04355 0.1239 63 416: 47%|####7 | 24/51 [00:01<00:01, 13.67it/s]
81/99 0.457G 0.03633 0.04413 0.0437 0.1242 37 416: 47%|####7 | 24/51 [00:01<00:01, 13.67it/s]
81/99 0.457G 0.03671 0.04497 0.04379 0.1255 111 416: 47%|####7 | 24/51 [00:01<00:01, 13.67it/s]
81/99 0.457G 0.03671 0.04497 0.04379 0.1255 111 416: 51%|##### | 26/51 [00:01<00:01, 13.79it/s]
81/99 0.457G 0.03693 0.04464 0.04386 0.1254 58 416: 51%|##### | 26/51 [00:01<00:01, 13.79it/s]
81/99 0.457G 0.0372 0.04453 0.04389 0.1256 44 416: 51%|##### | 26/51 [00:02<00:01, 13.79it/s]
81/99 0.457G 0.0372 0.04453 0.04389 0.1256 44 416: 55%|#####4 | 28/51 [00:02<00:01, 13.88it/s]
81/99 0.457G 0.03698 0.04346 0.04389 0.1243 13 416: 55%|#####4 | 28/51 [00:02<00:01, 13.88it/s]
81/99 0.457G 0.0368 0.0432 0.04373 0.1237 60 416: 55%|#####4 | 28/51 [00:02<00:01, 13.88it/s]
81/99 0.457G 0.0368 0.0432 0.04373 0.1237 60 416: 59%|#####8 | 30/51 [00:02<00:01, 12.71it/s]
81/99 0.457G 0.03696 0.04378 0.04381 0.1245 110 416: 59%|#####8 | 30/51 [00:02<00:01, 12.71it/s]
81/99 0.457G 0.03725 0.04416 0.04388 0.1253 80 416: 59%|#####8 | 30/51 [00:02<00:01, 12.71it/s]
81/99 0.457G 0.03725 0.04416 0.04388 0.1253 80 416: 63%|######2 | 32/51 [00:02<00:01, 13.14it/s]
81/99 0.457G 0.03689 0.04351 0.04373 0.1241 27 416: 63%|######2 | 32/51 [00:02<00:01, 13.14it/s]
81/99 0.457G 0.03679 0.04338 0.0437 0.1239 61 416: 63%|######2 | 32/51 [00:02<00:01, 13.14it/s]
81/99 0.457G 0.03679 0.04338 0.0437 0.1239 61 416: 67%|######6 | 34/51 [00:02<00:01, 13.42it/s]
81/99 0.457G 0.03696 0.04345 0.04378 0.1242 79 416: 67%|######6 | 34/51 [00:02<00:01, 13.42it/s]
81/99 0.457G 0.03693 0.04347 0.04376 0.1242 53 416: 67%|######6 | 34/51 [00:02<00:01, 13.42it/s]
81/99 0.457G 0.03693 0.04347 0.04376 0.1242 53 416: 71%|####### | 36/51 [00:02<00:01, 13.64it/s]
81/99 0.457G 0.03698 0.04401 0.04388 0.1249 99 416: 71%|####### | 36/51 [00:02<00:01, 13.64it/s]
81/99 0.457G 0.0371 0.04528 0.044 0.1264 157 416: 71%|####### | 36/51 [00:02<00:01, 13.64it/s]
81/99 0.457G 0.0371 0.04528 0.044 0.1264 157 416: 75%|#######4 | 38/51 [00:02<00:00, 13.79it/s]
81/99 0.457G 0.0372 0.04592 0.04407 0.1272 115 416: 75%|#######4 | 38/51 [00:02<00:00, 13.79it/s]
81/99 0.457G 0.03738 0.04584 0.04404 0.1273 64 416: 75%|#######4 | 38/51 [00:02<00:00, 13.79it/s]
81/99 0.457G 0.03738 0.04584 0.04404 0.1273 64 416: 78%|#######8 | 40/51 [00:02<00:00, 13.87it/s]
81/99 0.457G 0.03743 0.0456 0.04392 0.1269 60 416: 78%|#######8 | 40/51 [00:03<00:00, 13.87it/s]
81/99 0.457G 0.03731 0.04568 0.04397 0.127 68 416: 78%|#######8 | 40/51 [00:03<00:00, 13.87it/s]
81/99 0.457G 0.03731 0.04568 0.04397 0.127 68 416: 82%|########2 | 42/51 [00:03<00:00, 13.96it/s]
81/99 0.457G 0.03728 0.04565 0.04403 0.127 67 416: 82%|########2 | 42/51 [00:03<00:00, 13.96it/s]
81/99 0.457G 0.03728 0.04551 0.04401 0.1268 69 416: 82%|########2 | 42/51 [00:03<00:00, 13.96it/s]
81/99 0.457G 0.03728 0.04551 0.04401 0.1268 69 416: 86%|########6 | 44/51 [00:03<00:00, 14.01it/s]
81/99 0.457G 0.03732 0.04497 0.04409 0.1264 21 416: 86%|########6 | 44/51 [00:03<00:00, 14.01it/s]
81/99 0.457G 0.03706 0.04461 0.04383 0.1255 45 416: 86%|########6 | 44/51 [00:03<00:00, 14.01it/s]
81/99 0.457G 0.03706 0.04461 0.04383 0.1255 45 416: 90%|######### | 46/51 [00:03<00:00, 13.18it/s]
81/99 0.457G 0.03697 0.04494 0.04386 0.1258 96 416: 90%|######### | 46/51 [00:03<00:00, 13.18it/s]
81/99 0.457G 0.03709 0.04454 0.04396 0.1256 36 416: 90%|######### | 46/51 [00:03<00:00, 13.18it/s]
81/99 0.457G 0.03709 0.04454 0.04396 0.1256 36 416: 94%|#########4| 48/51 [00:03<00:00, 13.61it/s]
81/99 0.457G 0.0372 0.04456 0.04399 0.1258 85 416: 94%|#########4| 48/51 [00:03<00:00, 13.61it/s]
81/99 0.457G 0.03766 0.04457 0.04404 0.1263 81 416: 94%|#########4| 48/51 [00:03<00:00, 13.61it/s]
81/99 0.457G 0.03766 0.04457 0.04404 0.1263 81 416: 98%|#########8| 50/51 [00:03<00:00, 13.35it/s]
81/99 0.457G 0.03762 0.04422 0.04396 0.1258 6 416: 98%|#########8| 50/51 [00:03<00:00, 13.35it/s]
81/99 0.457G 0.03762 0.04422 0.04396 0.1258 6 416: 100%|##########| 51/51 [00:03<00:00, 13.56it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.48it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.88it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.38it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
82/99 0.457G 0.03578 0.02629 0.04604 0.1081 28 416: 0%| | 0/51 [00:00<?, ?it/s]
82/99 0.457G 0.03906 0.03698 0.04698 0.123 79 416: 0%| | 0/51 [00:00<?, ?it/s]
82/99 0.457G 0.03906 0.03698 0.04698 0.123 79 416: 4%|3 | 2/51 [00:00<00:03, 14.06it/s]
82/99 0.457G 0.03708 0.04037 0.04701 0.1245 78 416: 4%|3 | 2/51 [00:00<00:03, 14.06it/s]
82/99 0.457G 0.03553 0.03487 0.04607 0.1165 23 416: 4%|3 | 2/51 [00:00<00:03, 14.06it/s]
82/99 0.457G 0.03553 0.03487 0.04607 0.1165 23 416: 8%|7 | 4/51 [00:00<00:03, 14.13it/s]
82/99 0.457G 0.03636 0.04197 0.04591 0.1242 116 416: 8%|7 | 4/51 [00:00<00:03, 14.13it/s]
82/99 0.457G 0.03489 0.04518 0.04324 0.1233 108 416: 8%|7 | 4/51 [00:00<00:03, 14.13it/s]
82/99 0.457G 0.03489 0.04518 0.04324 0.1233 108 416: 12%|#1 | 6/51 [00:00<00:03, 14.78it/s]
82/99 0.457G 0.0347 0.04767 0.04363 0.126 98 416: 12%|#1 | 6/51 [00:00<00:03, 14.78it/s]
82/99 0.457G 0.03467 0.04593 0.04435 0.1249 48 416: 12%|#1 | 6/51 [00:00<00:03, 14.78it/s]
82/99 0.457G 0.03467 0.04593 0.04435 0.1249 48 416: 16%|#5 | 8/51 [00:00<00:03, 14.00it/s]
82/99 0.457G 0.03433 0.04382 0.0444 0.1226 33 416: 16%|#5 | 8/51 [00:00<00:03, 14.00it/s]
82/99 0.457G 0.03458 0.04501 0.04358 0.1232 102 416: 16%|#5 | 8/51 [00:00<00:03, 14.00it/s]
82/99 0.457G 0.03458 0.04501 0.04358 0.1232 102 416: 20%|#9 | 10/51 [00:00<00:02, 13.89it/s]
82/99 0.457G 0.03405 0.04461 0.04409 0.1228 67 416: 20%|#9 | 10/51 [00:00<00:02, 13.89it/s]
82/99 0.457G 0.03447 0.04537 0.04432 0.1242 83 416: 20%|#9 | 10/51 [00:00<00:02, 13.89it/s]
82/99 0.457G 0.03447 0.04537 0.04432 0.1242 83 416: 24%|##3 | 12/51 [00:00<00:03, 12.71it/s]
82/99 0.457G 0.03462 0.04638 0.04414 0.1251 89 416: 24%|##3 | 12/51 [00:00<00:03, 12.71it/s]
82/99 0.457G 0.03437 0.04572 0.04316 0.1232 66 416: 24%|##3 | 12/51 [00:01<00:03, 12.71it/s]
82/99 0.457G 0.03437 0.04572 0.04316 0.1232 66 416: 27%|##7 | 14/51 [00:01<00:02, 13.14it/s]
82/99 0.457G 0.03468 0.04574 0.04339 0.1238 71 416: 27%|##7 | 14/51 [00:01<00:02, 13.14it/s]
82/99 0.457G 0.03486 0.0457 0.04343 0.124 70 416: 27%|##7 | 14/51 [00:01<00:02, 13.14it/s]
82/99 0.457G 0.03486 0.0457 0.04343 0.124 70 416: 31%|###1 | 16/51 [00:01<00:02, 13.42it/s]
82/99 0.457G 0.03478 0.04604 0.04373 0.1246 81 416: 31%|###1 | 16/51 [00:01<00:02, 13.42it/s]
82/99 0.457G 0.03513 0.04712 0.04392 0.1262 90 416: 31%|###1 | 16/51 [00:01<00:02, 13.42it/s]
82/99 0.457G 0.03513 0.04712 0.04392 0.1262 90 416: 35%|###5 | 18/51 [00:01<00:02, 13.64it/s]
82/99 0.457G 0.03481 0.04635 0.044 0.1252 42 416: 35%|###5 | 18/51 [00:01<00:02, 13.64it/s]
82/99 0.457G 0.03469 0.04766 0.04412 0.1265 91 416: 35%|###5 | 18/51 [00:01<00:02, 13.64it/s]
82/99 0.457G 0.03469 0.04766 0.04412 0.1265 91 416: 39%|###9 | 20/51 [00:01<00:02, 13.80it/s]
82/99 0.457G 0.03457 0.04787 0.04411 0.1266 57 416: 39%|###9 | 20/51 [00:01<00:02, 13.80it/s]
82/99 0.457G 0.03474 0.04768 0.0441 0.1265 75 416: 39%|###9 | 20/51 [00:01<00:02, 13.80it/s]
82/99 0.457G 0.03474 0.04768 0.0441 0.1265 75 416: 43%|####3 | 22/51 [00:01<00:02, 13.60it/s]
82/99 0.457G 0.03482 0.04725 0.04397 0.126 58 416: 43%|####3 | 22/51 [00:01<00:02, 13.60it/s]
82/99 0.457G 0.03481 0.04821 0.04383 0.1269 118 416: 43%|####3 | 22/51 [00:01<00:02, 13.60it/s]
82/99 0.457G 0.03481 0.04821 0.04383 0.1269 118 416: 47%|####7 | 24/51 [00:01<00:01, 13.63it/s]
82/99 0.457G 0.03503 0.04861 0.04394 0.1276 82 416: 47%|####7 | 24/51 [00:01<00:01, 13.63it/s]
82/99 0.457G 0.03497 0.04829 0.04384 0.1271 62 416: 47%|####7 | 24/51 [00:01<00:01, 13.63it/s]
82/99 0.457G 0.03497 0.04829 0.04384 0.1271 62 416: 51%|##### | 26/51 [00:01<00:01, 13.79it/s]
82/99 0.457G 0.03536 0.04796 0.04389 0.1272 68 416: 51%|##### | 26/51 [00:02<00:01, 13.79it/s]
82/99 0.457G 0.03547 0.04762 0.04376 0.1269 60 416: 51%|##### | 26/51 [00:02<00:01, 13.79it/s]
82/99 0.457G 0.03547 0.04762 0.04376 0.1269 60 416: 55%|#####4 | 28/51 [00:02<00:01, 13.04it/s]
82/99 0.457G 0.0357 0.04828 0.04373 0.1277 120 416: 55%|#####4 | 28/51 [00:02<00:01, 13.04it/s]
82/99 0.457G 0.03566 0.04746 0.0439 0.127 26 416: 55%|#####4 | 28/51 [00:02<00:01, 13.04it/s]
82/99 0.457G 0.03566 0.04746 0.0439 0.127 26 416: 59%|#####8 | 30/51 [00:02<00:01, 13.31it/s]
82/99 0.457G 0.03577 0.04753 0.04397 0.1273 91 416: 59%|#####8 | 30/51 [00:02<00:01, 13.31it/s]
82/99 0.457G 0.03575 0.04706 0.04414 0.1269 42 416: 59%|#####8 | 30/51 [00:02<00:01, 13.31it/s]
82/99 0.457G 0.03575 0.04706 0.04414 0.1269 42 416: 63%|######2 | 32/51 [00:02<00:01, 13.56it/s]
82/99 0.457G 0.03565 0.04692 0.04423 0.1268 54 416: 63%|######2 | 32/51 [00:02<00:01, 13.56it/s]
82/99 0.457G 0.03556 0.0471 0.04383 0.1265 98 416: 63%|######2 | 32/51 [00:02<00:01, 13.56it/s]
82/99 0.457G 0.03556 0.0471 0.04383 0.1265 98 416: 67%|######6 | 34/51 [00:02<00:01, 13.74it/s]
82/99 0.457G 0.03547 0.04788 0.04389 0.1272 110 416: 67%|######6 | 34/51 [00:02<00:01, 13.74it/s]
82/99 0.457G 0.03545 0.04749 0.04398 0.1269 39 416: 67%|######6 | 34/51 [00:02<00:01, 13.74it/s]
82/99 0.457G 0.03545 0.04749 0.04398 0.1269 39 416: 71%|####### | 36/51 [00:02<00:01, 13.43it/s]
82/99 0.457G 0.03546 0.04749 0.04409 0.127 67 416: 71%|####### | 36/51 [00:02<00:01, 13.43it/s]
82/99 0.457G 0.03545 0.04806 0.04389 0.1274 107 416: 71%|####### | 36/51 [00:02<00:01, 13.43it/s]
82/99 0.457G 0.03545 0.04806 0.04389 0.1274 107 416: 75%|#######4 | 38/51 [00:02<00:00, 13.64it/s]
82/99 0.457G 0.03549 0.04792 0.0441 0.1275 86 416: 75%|#######4 | 38/51 [00:02<00:00, 13.64it/s]
82/99 0.457G 0.03563 0.04861 0.04414 0.1284 117 416: 75%|#######4 | 38/51 [00:02<00:00, 13.64it/s]
82/99 0.457G 0.03563 0.04861 0.04414 0.1284 117 416: 78%|#######8 | 40/51 [00:02<00:00, 13.79it/s]
82/99 0.457G 0.03553 0.04801 0.04415 0.1277 26 416: 78%|#######8 | 40/51 [00:03<00:00, 13.79it/s]
82/99 0.457G 0.03548 0.04803 0.04419 0.1277 65 416: 78%|#######8 | 40/51 [00:03<00:00, 13.79it/s]
82/99 0.457G 0.03548 0.04803 0.04419 0.1277 65 416: 82%|########2 | 42/51 [00:03<00:00, 13.47it/s]
82/99 0.457G 0.03532 0.0477 0.04412 0.1271 59 416: 82%|########2 | 42/51 [00:03<00:00, 13.47it/s]
82/99 0.457G 0.03545 0.04822 0.04423 0.1279 79 416: 82%|########2 | 42/51 [00:03<00:00, 13.47it/s]
82/99 0.457G 0.03545 0.04822 0.04423 0.1279 79 416: 86%|########6 | 44/51 [00:03<00:00, 12.82it/s]
82/99 0.457G 0.03581 0.04768 0.04439 0.1279 43 416: 86%|########6 | 44/51 [00:03<00:00, 12.82it/s]
82/99 0.457G 0.036 0.04816 0.04443 0.1286 80 416: 86%|########6 | 44/51 [00:03<00:00, 12.82it/s]
82/99 0.457G 0.036 0.04816 0.04443 0.1286 80 416: 90%|######### | 46/51 [00:03<00:00, 12.98it/s]
82/99 0.457G 0.03609 0.04846 0.04444 0.129 112 416: 90%|######### | 46/51 [00:03<00:00, 12.98it/s]
82/99 0.457G 0.03613 0.048 0.04441 0.1285 34 416: 90%|######### | 46/51 [00:03<00:00, 12.98it/s]
82/99 0.457G 0.03613 0.048 0.04441 0.1285 34 416: 94%|#########4| 48/51 [00:03<00:00, 13.40it/s]
82/99 0.457G 0.0362 0.04809 0.04435 0.1286 78 416: 94%|#########4| 48/51 [00:03<00:00, 13.40it/s]
82/99 0.457G 0.03635 0.04783 0.04436 0.1285 28 416: 94%|#########4| 48/51 [00:03<00:00, 13.40it/s]
82/99 0.457G 0.03635 0.04783 0.04436 0.1285 28 416: 98%|#########8| 50/51 [00:03<00:00, 13.71it/s]
82/99 0.457G 0.03605 0.04697 0.04375 0.1268 1 416: 98%|#########8| 50/51 [00:03<00:00, 13.71it/s]
82/99 0.457G 0.03605 0.04697 0.04375 0.1268 1 416: 100%|##########| 51/51 [00:03<00:00, 13.56it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.55it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.10it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.36it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.73it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
83/99 0.457G 0.04118 0.02414 0.04295 0.1083 37 416: 0%| | 0/51 [00:00<?, ?it/s]
83/99 0.457G 0.03994 0.03975 0.04754 0.1272 112 416: 0%| | 0/51 [00:00<?, ?it/s]
83/99 0.457G 0.03994 0.03975 0.04754 0.1272 112 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
83/99 0.457G 0.0396 0.04013 0.04657 0.1263 66 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
83/99 0.457G 0.04125 0.04506 0.047 0.1333 99 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
83/99 0.457G 0.04125 0.04506 0.047 0.1333 99 416: 8%|7 | 4/51 [00:00<00:03, 13.29it/s]
83/99 0.457G 0.04139 0.04265 0.0464 0.1304 65 416: 8%|7 | 4/51 [00:00<00:03, 13.29it/s]
83/99 0.457G 0.03985 0.03914 0.04619 0.1252 23 416: 8%|7 | 4/51 [00:00<00:03, 13.29it/s]
83/99 0.457G 0.03985 0.03914 0.04619 0.1252 23 416: 12%|#1 | 6/51 [00:00<00:03, 13.69it/s]
83/99 0.457G 0.03807 0.03885 0.04435 0.1213 62 416: 12%|#1 | 6/51 [00:00<00:03, 13.69it/s]
83/99 0.457G 0.03732 0.04045 0.04461 0.1224 68 416: 12%|#1 | 6/51 [00:00<00:03, 13.69it/s]
83/99 0.457G 0.03732 0.04045 0.04461 0.1224 68 416: 16%|#5 | 8/51 [00:00<00:03, 12.74it/s]
83/99 0.457G 0.03757 0.03899 0.04503 0.1216 29 416: 16%|#5 | 8/51 [00:00<00:03, 12.74it/s]
83/99 0.457G 0.03738 0.04039 0.04486 0.1226 90 416: 16%|#5 | 8/51 [00:00<00:03, 12.74it/s]
83/99 0.457G 0.03738 0.04039 0.04486 0.1226 90 416: 20%|#9 | 10/51 [00:00<00:03, 13.22it/s]
83/99 0.457G 0.03734 0.04138 0.04493 0.1236 96 416: 20%|#9 | 10/51 [00:00<00:03, 13.22it/s]
83/99 0.457G 0.03751 0.04116 0.04536 0.124 56 416: 20%|#9 | 10/51 [00:00<00:03, 13.22it/s]
83/99 0.457G 0.03751 0.04116 0.04536 0.124 56 416: 24%|##3 | 12/51 [00:00<00:02, 13.05it/s]
83/99 0.457G 0.03755 0.04293 0.04538 0.1259 82 416: 24%|##3 | 12/51 [00:00<00:02, 13.05it/s]
83/99 0.457G 0.03672 0.04248 0.04443 0.1236 66 416: 24%|##3 | 12/51 [00:01<00:02, 13.05it/s]
83/99 0.457G 0.03672 0.04248 0.04443 0.1236 66 416: 27%|##7 | 14/51 [00:01<00:02, 12.95it/s]
83/99 0.457G 0.03674 0.04378 0.04458 0.1251 72 416: 27%|##7 | 14/51 [00:01<00:02, 12.95it/s]
83/99 0.457G 0.03624 0.04408 0.04447 0.1248 73 416: 27%|##7 | 14/51 [00:01<00:02, 12.95it/s]
83/99 0.457G 0.03624 0.04408 0.04447 0.1248 73 416: 31%|###1 | 16/51 [00:01<00:02, 13.32it/s]
83/99 0.457G 0.03617 0.04457 0.04474 0.1255 88 416: 31%|###1 | 16/51 [00:01<00:02, 13.32it/s]
83/99 0.457G 0.03616 0.04795 0.04491 0.129 130 416: 31%|###1 | 16/51 [00:01<00:02, 13.32it/s]
83/99 0.457G 0.03616 0.04795 0.04491 0.129 130 416: 35%|###5 | 18/51 [00:01<00:02, 13.58it/s]
83/99 0.457G 0.03624 0.04732 0.0448 0.1284 38 416: 35%|###5 | 18/51 [00:01<00:02, 13.58it/s]
83/99 0.457G 0.03652 0.04876 0.04498 0.1303 128 416: 35%|###5 | 18/51 [00:01<00:02, 13.58it/s]
83/99 0.457G 0.03652 0.04876 0.04498 0.1303 128 416: 39%|###9 | 20/51 [00:01<00:02, 13.71it/s]
83/99 0.457G 0.03625 0.04904 0.0449 0.1302 87 416: 39%|###9 | 20/51 [00:01<00:02, 13.71it/s]
83/99 0.457G 0.03602 0.04833 0.04456 0.1289 54 416: 39%|###9 | 20/51 [00:01<00:02, 13.71it/s]
83/99 0.457G 0.03602 0.04833 0.04456 0.1289 54 416: 43%|####3 | 22/51 [00:01<00:02, 13.85it/s]
83/99 0.457G 0.03623 0.04836 0.04463 0.1292 83 416: 43%|####3 | 22/51 [00:01<00:02, 13.85it/s]
83/99 0.457G 0.03602 0.04886 0.04461 0.1295 80 416: 43%|####3 | 22/51 [00:01<00:02, 13.85it/s]
83/99 0.457G 0.03602 0.04886 0.04461 0.1295 80 416: 47%|####7 | 24/51 [00:01<00:02, 13.07it/s]
83/99 0.457G 0.03616 0.04953 0.04486 0.1306 102 416: 47%|####7 | 24/51 [00:01<00:02, 13.07it/s]
83/99 0.457G 0.03638 0.04924 0.04482 0.1304 46 416: 47%|####7 | 24/51 [00:01<00:02, 13.07it/s]
83/99 0.457G 0.03638 0.04924 0.04482 0.1304 46 416: 51%|##### | 26/51 [00:01<00:01, 12.95it/s]
83/99 0.457G 0.03622 0.0489 0.04473 0.1298 47 416: 51%|##### | 26/51 [00:02<00:01, 12.95it/s]
83/99 0.457G 0.03613 0.04856 0.04492 0.1296 43 416: 51%|##### | 26/51 [00:02<00:01, 12.95it/s]
83/99 0.457G 0.03613 0.04856 0.04492 0.1296 43 416: 55%|#####4 | 28/51 [00:02<00:01, 13.29it/s]
83/99 0.457G 0.03606 0.04865 0.04482 0.1295 74 416: 55%|#####4 | 28/51 [00:02<00:01, 13.29it/s]
83/99 0.457G 0.03587 0.04778 0.04475 0.1284 24 416: 55%|#####4 | 28/51 [00:02<00:01, 13.29it/s]
83/99 0.457G 0.03587 0.04778 0.04475 0.1284 24 416: 59%|#####8 | 30/51 [00:02<00:01, 13.55it/s]
83/99 0.457G 0.03602 0.04922 0.04483 0.1301 144 416: 59%|#####8 | 30/51 [00:02<00:01, 13.55it/s]
83/99 0.457G 0.03601 0.04894 0.04482 0.1298 57 416: 59%|#####8 | 30/51 [00:02<00:01, 13.55it/s]
83/99 0.457G 0.03601 0.04894 0.04482 0.1298 57 416: 63%|######2 | 32/51 [00:02<00:01, 13.72it/s]
83/99 0.457G 0.0358 0.0488 0.04433 0.1289 74 416: 63%|######2 | 32/51 [00:02<00:01, 13.72it/s]
83/99 0.457G 0.03602 0.04918 0.04433 0.1295 106 416: 63%|######2 | 32/51 [00:02<00:01, 13.72it/s]
83/99 0.457G 0.03602 0.04918 0.04433 0.1295 106 416: 67%|######6 | 34/51 [00:02<00:01, 13.83it/s]
83/99 0.457G 0.03646 0.04934 0.04437 0.1302 102 416: 67%|######6 | 34/51 [00:02<00:01, 13.83it/s]
83/99 0.457G 0.03644 0.04939 0.04446 0.1303 83 416: 67%|######6 | 34/51 [00:02<00:01, 13.83it/s]
83/99 0.457G 0.03644 0.04939 0.04446 0.1303 83 416: 71%|####### | 36/51 [00:02<00:01, 13.48it/s]
83/99 0.457G 0.03649 0.04958 0.04462 0.1307 78 416: 71%|####### | 36/51 [00:02<00:01, 13.48it/s]
83/99 0.457G 0.03641 0.04965 0.0447 0.1308 60 416: 71%|####### | 36/51 [00:02<00:01, 13.48it/s]
83/99 0.457G 0.03641 0.04965 0.0447 0.1308 60 416: 75%|#######4 | 38/51 [00:02<00:00, 13.69it/s]
83/99 0.457G 0.03644 0.04978 0.04473 0.1309 86 416: 75%|#######4 | 38/51 [00:02<00:00, 13.69it/s]
83/99 0.457G 0.03648 0.04915 0.04463 0.1303 25 416: 75%|#######4 | 38/51 [00:03<00:00, 13.69it/s]
83/99 0.457G 0.03648 0.04915 0.04463 0.1303 25 416: 78%|#######8 | 40/51 [00:03<00:00, 12.98it/s]
83/99 0.457G 0.03669 0.04913 0.04463 0.1304 90 416: 78%|#######8 | 40/51 [00:03<00:00, 12.98it/s]
83/99 0.457G 0.03659 0.04919 0.04467 0.1305 71 416: 78%|#######8 | 40/51 [00:03<00:00, 12.98it/s]
83/99 0.457G 0.03659 0.04919 0.04467 0.1305 71 416: 82%|########2 | 42/51 [00:03<00:00, 12.91it/s]
83/99 0.457G 0.03646 0.04951 0.04438 0.1304 123 416: 82%|########2 | 42/51 [00:03<00:00, 12.91it/s]
83/99 0.457G 0.03641 0.04953 0.04451 0.1304 90 416: 82%|########2 | 42/51 [00:03<00:00, 12.91it/s]
83/99 0.457G 0.03641 0.04953 0.04451 0.1304 90 416: 86%|########6 | 44/51 [00:03<00:00, 13.26it/s]
83/99 0.457G 0.03639 0.04977 0.04449 0.1307 81 416: 86%|########6 | 44/51 [00:03<00:00, 13.26it/s]
83/99 0.457G 0.03645 0.04988 0.04444 0.1308 96 416: 86%|########6 | 44/51 [00:03<00:00, 13.26it/s]
83/99 0.457G 0.03645 0.04988 0.04444 0.1308 96 416: 90%|######### | 46/51 [00:03<00:00, 13.52it/s]
83/99 0.457G 0.03646 0.05011 0.04443 0.131 56 416: 90%|######### | 46/51 [00:03<00:00, 13.52it/s]
83/99 0.457G 0.03632 0.05001 0.04444 0.1308 59 416: 90%|######### | 46/51 [00:03<00:00, 13.52it/s]
83/99 0.457G 0.03632 0.05001 0.04444 0.1308 59 416: 94%|#########4| 48/51 [00:03<00:00, 13.84it/s]
83/99 0.457G 0.03641 0.05038 0.04448 0.1313 100 416: 94%|#########4| 48/51 [00:03<00:00, 13.84it/s]
83/99 0.457G 0.03623 0.04977 0.04421 0.1302 31 416: 94%|#########4| 48/51 [00:03<00:00, 13.84it/s]
83/99 0.457G 0.03623 0.04977 0.04421 0.1302 31 416: 98%|#########8| 50/51 [00:03<00:00, 13.91it/s]
83/99 0.457G 0.03597 0.05015 0.04398 0.1301 31 416: 98%|#########8| 50/51 [00:03<00:00, 13.91it/s]
83/99 0.457G 0.03597 0.05015 0.04398 0.1301 31 416: 100%|##########| 51/51 [00:03<00:00, 13.49it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.86it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.29it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.98it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.75it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
84/99 0.457G 0.0383 0.01365 0.0425 0.09444 13 416: 0%| | 0/51 [00:00<?, ?it/s]
84/99 0.457G 0.03514 0.03801 0.04281 0.116 98 416: 0%| | 0/51 [00:00<?, ?it/s]
84/99 0.457G 0.03514 0.03801 0.04281 0.116 98 416: 4%|3 | 2/51 [00:00<00:03, 13.38it/s]
84/99 0.457G 0.03545 0.04884 0.04279 0.1271 108 416: 4%|3 | 2/51 [00:00<00:03, 13.38it/s]
84/99 0.457G 0.03474 0.04727 0.04173 0.1237 70 416: 4%|3 | 2/51 [00:00<00:03, 13.38it/s]
84/99 0.457G 0.03474 0.04727 0.04173 0.1237 70 416: 8%|7 | 4/51 [00:00<00:03, 13.43it/s]
84/99 0.457G 0.03476 0.04912 0.04213 0.126 69 416: 8%|7 | 4/51 [00:00<00:03, 13.43it/s]
84/99 0.457G 0.03439 0.05218 0.04291 0.1295 115 416: 8%|7 | 4/51 [00:00<00:03, 13.43it/s]
84/99 0.457G 0.03439 0.05218 0.04291 0.1295 115 416: 12%|#1 | 6/51 [00:00<00:03, 12.52it/s]
84/99 0.457G 0.03257 0.05015 0.04086 0.1236 57 416: 12%|#1 | 6/51 [00:00<00:03, 12.52it/s]
84/99 0.457G 0.03239 0.04955 0.04139 0.1233 66 416: 12%|#1 | 6/51 [00:00<00:03, 12.52it/s]
84/99 0.457G 0.03239 0.04955 0.04139 0.1233 66 416: 16%|#5 | 8/51 [00:00<00:03, 13.13it/s]
84/99 0.457G 0.0317 0.04627 0.0416 0.1196 26 416: 16%|#5 | 8/51 [00:00<00:03, 13.13it/s]
84/99 0.457G 0.03218 0.04791 0.04167 0.1218 108 416: 16%|#5 | 8/51 [00:00<00:03, 13.13it/s]
84/99 0.457G 0.03218 0.04791 0.04167 0.1218 108 416: 20%|#9 | 10/51 [00:00<00:03, 13.47it/s]
84/99 0.457G 0.032 0.05035 0.04194 0.1243 128 416: 20%|#9 | 10/51 [00:00<00:03, 13.47it/s]
84/99 0.457G 0.03311 0.04888 0.04235 0.1243 48 416: 20%|#9 | 10/51 [00:00<00:03, 13.47it/s]
84/99 0.457G 0.03311 0.04888 0.04235 0.1243 48 416: 24%|##3 | 12/51 [00:00<00:02, 13.12it/s]
84/99 0.457G 0.03286 0.04804 0.0424 0.1233 50 416: 24%|##3 | 12/51 [00:00<00:02, 13.12it/s]
84/99 0.457G 0.03324 0.04927 0.04277 0.1253 105 416: 24%|##3 | 12/51 [00:01<00:02, 13.12it/s]
84/99 0.457G 0.03324 0.04927 0.04277 0.1253 105 416: 27%|##7 | 14/51 [00:01<00:02, 12.99it/s]
84/99 0.457G 0.0336 0.05049 0.04284 0.1269 109 416: 27%|##7 | 14/51 [00:01<00:02, 12.99it/s]
84/99 0.457G 0.03416 0.0497 0.04314 0.127 41 416: 27%|##7 | 14/51 [00:01<00:02, 12.99it/s]
84/99 0.457G 0.03416 0.0497 0.04314 0.127 41 416: 31%|###1 | 16/51 [00:01<00:02, 13.41it/s]
84/99 0.457G 0.03416 0.04933 0.0432 0.1267 58 416: 31%|###1 | 16/51 [00:01<00:02, 13.41it/s]
84/99 0.457G 0.03413 0.04702 0.04352 0.1247 7 416: 31%|###1 | 16/51 [00:01<00:02, 13.41it/s]
84/99 0.457G 0.03413 0.04702 0.04352 0.1247 7 416: 35%|###5 | 18/51 [00:01<00:02, 13.60it/s]
84/99 0.457G 0.03429 0.04854 0.04368 0.1265 86 416: 35%|###5 | 18/51 [00:01<00:02, 13.60it/s]
84/99 0.457G 0.03405 0.04802 0.04384 0.1259 42 416: 35%|###5 | 18/51 [00:01<00:02, 13.60it/s]
84/99 0.457G 0.03405 0.04802 0.04384 0.1259 42 416: 39%|###9 | 20/51 [00:01<00:02, 13.81it/s]
84/99 0.457G 0.03428 0.04931 0.04392 0.1275 127 416: 39%|###9 | 20/51 [00:01<00:02, 13.81it/s]
84/99 0.457G 0.03429 0.04867 0.04338 0.1263 76 416: 39%|###9 | 20/51 [00:01<00:02, 13.81it/s]
84/99 0.457G 0.03429 0.04867 0.04338 0.1263 76 416: 43%|####3 | 22/51 [00:01<00:02, 13.04it/s]
84/99 0.457G 0.03426 0.04847 0.04322 0.1259 65 416: 43%|####3 | 22/51 [00:01<00:02, 13.04it/s]
84/99 0.457G 0.03431 0.04724 0.04336 0.1249 27 416: 43%|####3 | 22/51 [00:01<00:02, 13.04it/s]
84/99 0.457G 0.03431 0.04724 0.04336 0.1249 27 416: 47%|####7 | 24/51 [00:01<00:02, 12.92it/s]
84/99 0.457G 0.03402 0.04732 0.04287 0.1242 98 416: 47%|####7 | 24/51 [00:01<00:02, 12.92it/s]
84/99 0.457G 0.03378 0.04645 0.04266 0.1229 29 416: 47%|####7 | 24/51 [00:01<00:02, 12.92it/s]
84/99 0.457G 0.03378 0.04645 0.04266 0.1229 29 416: 51%|##### | 26/51 [00:01<00:01, 13.27it/s]
84/99 0.457G 0.03371 0.04594 0.04269 0.1223 44 416: 51%|##### | 26/51 [00:02<00:01, 13.27it/s]
84/99 0.457G 0.03382 0.04627 0.04291 0.123 92 416: 51%|##### | 26/51 [00:02<00:01, 13.27it/s]
84/99 0.457G 0.03382 0.04627 0.04291 0.123 92 416: 55%|#####4 | 28/51 [00:02<00:01, 13.53it/s]
84/99 0.457G 0.03365 0.04516 0.04291 0.1217 16 416: 55%|#####4 | 28/51 [00:02<00:01, 13.53it/s]
84/99 0.457G 0.03358 0.04503 0.043 0.1216 66 416: 55%|#####4 | 28/51 [00:02<00:01, 13.53it/s]
84/99 0.457G 0.03358 0.04503 0.043 0.1216 66 416: 59%|#####8 | 30/51 [00:02<00:01, 13.28it/s]
84/99 0.457G 0.03364 0.04435 0.04313 0.1211 27 416: 59%|#####8 | 30/51 [00:02<00:01, 13.28it/s]
84/99 0.457G 0.03367 0.04427 0.0432 0.1211 59 416: 59%|#####8 | 30/51 [00:02<00:01, 13.28it/s]
84/99 0.457G 0.03367 0.04427 0.0432 0.1211 59 416: 63%|######2 | 32/51 [00:02<00:01, 13.12it/s]
84/99 0.457G 0.03357 0.04375 0.0432 0.1205 43 416: 63%|######2 | 32/51 [00:02<00:01, 13.12it/s]
84/99 0.457G 0.03348 0.04333 0.04319 0.12 45 416: 63%|######2 | 32/51 [00:02<00:01, 13.12it/s]
84/99 0.457G 0.03348 0.04333 0.04319 0.12 45 416: 67%|######6 | 34/51 [00:02<00:01, 13.41it/s]
84/99 0.457G 0.0334 0.04264 0.04334 0.1194 20 416: 67%|######6 | 34/51 [00:02<00:01, 13.41it/s]
84/99 0.457G 0.03332 0.04213 0.04311 0.1186 32 416: 67%|######6 | 34/51 [00:02<00:01, 13.41it/s]
84/99 0.457G 0.03332 0.04213 0.04311 0.1186 32 416: 71%|####### | 36/51 [00:02<00:01, 13.64it/s]
84/99 0.457G 0.03339 0.04174 0.04329 0.1184 42 416: 71%|####### | 36/51 [00:02<00:01, 13.64it/s]
84/99 0.457G 0.0333 0.04132 0.04335 0.118 44 416: 71%|####### | 36/51 [00:02<00:01, 13.64it/s]
84/99 0.457G 0.0333 0.04132 0.04335 0.118 44 416: 75%|#######4 | 38/51 [00:02<00:01, 12.77it/s]
84/99 0.457G 0.03339 0.04123 0.04338 0.118 57 416: 75%|#######4 | 38/51 [00:02<00:01, 12.77it/s]
84/99 0.457G 0.03359 0.04099 0.04345 0.118 56 416: 75%|#######4 | 38/51 [00:03<00:01, 12.77it/s]
84/99 0.457G 0.03359 0.04099 0.04345 0.118 56 416: 78%|#######8 | 40/51 [00:03<00:00, 13.17it/s]
84/99 0.457G 0.03355 0.04172 0.04345 0.1187 124 416: 78%|#######8 | 40/51 [00:03<00:00, 13.17it/s]
84/99 0.457G 0.03361 0.04174 0.04352 0.1189 57 416: 78%|#######8 | 40/51 [00:03<00:00, 13.17it/s]
84/99 0.457G 0.03361 0.04174 0.04352 0.1189 57 416: 82%|########2 | 42/51 [00:03<00:00, 13.44it/s]
84/99 0.457G 0.03377 0.04204 0.04337 0.1192 95 416: 82%|########2 | 42/51 [00:03<00:00, 13.44it/s]
84/99 0.457G 0.03377 0.04207 0.0434 0.1192 52 416: 82%|########2 | 42/51 [00:03<00:00, 13.44it/s]
84/99 0.457G 0.03377 0.04207 0.0434 0.1192 52 416: 86%|########6 | 44/51 [00:03<00:00, 13.66it/s]
84/99 0.457G 0.03385 0.04134 0.04357 0.1188 9 416: 86%|########6 | 44/51 [00:03<00:00, 13.66it/s]
84/99 0.457G 0.03378 0.04134 0.04345 0.1186 50 416: 86%|########6 | 44/51 [00:03<00:00, 13.66it/s]
84/99 0.457G 0.03378 0.04134 0.04345 0.1186 50 416: 90%|######### | 46/51 [00:03<00:00, 13.52it/s]
84/99 0.457G 0.0337 0.04103 0.04349 0.1182 31 416: 90%|######### | 46/51 [00:03<00:00, 13.52it/s]
84/99 0.457G 0.03375 0.04101 0.04344 0.1182 56 416: 90%|######### | 46/51 [00:03<00:00, 13.52it/s]
84/99 0.457G 0.03375 0.04101 0.04344 0.1182 56 416: 94%|#########4| 48/51 [00:03<00:00, 14.00it/s]
84/99 0.457G 0.03386 0.04105 0.04346 0.1184 65 416: 94%|#########4| 48/51 [00:03<00:00, 14.00it/s]
84/99 0.457G 0.03394 0.04151 0.0435 0.1189 73 416: 94%|#########4| 48/51 [00:03<00:00, 14.00it/s]
84/99 0.457G 0.03394 0.04151 0.0435 0.1189 73 416: 98%|#########8| 50/51 [00:03<00:00, 14.06it/s]
84/99 0.457G 0.0339 0.04167 0.04332 0.1189 23 416: 98%|#########8| 50/51 [00:03<00:00, 14.06it/s]
84/99 0.457G 0.0339 0.04167 0.04332 0.1189 23 416: 100%|##########| 51/51 [00:03<00:00, 13.45it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 25%|##5 | 2/8 [00:00<00:00, 11.58it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 11.60it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 12.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 13.94it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 13.08it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
85/99 0.457G 0.03805 0.0284 0.03947 0.1059 43 416: 0%| | 0/51 [00:00<?, ?it/s]
85/99 0.457G 0.044 0.03343 0.04248 0.1199 67 416: 0%| | 0/51 [00:00<?, ?it/s]
85/99 0.457G 0.044 0.03343 0.04248 0.1199 67 416: 4%|3 | 2/51 [00:00<00:04, 11.45it/s]
85/99 0.457G 0.0383 0.03001 0.0395 0.1078 42 416: 4%|3 | 2/51 [00:00<00:04, 11.45it/s]
85/99 0.457G 0.03704 0.03624 0.04152 0.1148 77 416: 4%|3 | 2/51 [00:00<00:04, 11.45it/s]
85/99 0.457G 0.03704 0.03624 0.04152 0.1148 77 416: 8%|7 | 4/51 [00:00<00:03, 12.91it/s]
85/99 0.457G 0.03733 0.04069 0.04101 0.119 109 416: 8%|7 | 4/51 [00:00<00:03, 12.91it/s]
85/99 0.457G 0.03769 0.04602 0.0415 0.1252 108 416: 8%|7 | 4/51 [00:00<00:03, 12.91it/s]
85/99 0.457G 0.03769 0.04602 0.0415 0.1252 108 416: 12%|#1 | 6/51 [00:00<00:03, 13.46it/s]
85/99 0.457G 0.03821 0.0494 0.04193 0.1295 116 416: 12%|#1 | 6/51 [00:00<00:03, 13.46it/s]
85/99 0.457G 0.03876 0.05217 0.04269 0.1336 117 416: 12%|#1 | 6/51 [00:00<00:03, 13.46it/s]
85/99 0.457G 0.03876 0.05217 0.04269 0.1336 117 416: 16%|#5 | 8/51 [00:00<00:03, 13.17it/s]
85/99 0.457G 0.03802 0.05045 0.04266 0.1311 55 416: 16%|#5 | 8/51 [00:00<00:03, 13.17it/s]
85/99 0.457G 0.03591 0.04626 0.04184 0.124 8 416: 16%|#5 | 8/51 [00:00<00:03, 13.17it/s]
85/99 0.457G 0.03591 0.04626 0.04184 0.124 8 416: 20%|#9 | 10/51 [00:00<00:03, 13.52it/s]
85/99 0.457G 0.03627 0.04928 0.04226 0.1278 134 416: 20%|#9 | 10/51 [00:00<00:03, 13.52it/s]
85/99 0.457G 0.03591 0.04753 0.04235 0.1258 38 416: 20%|#9 | 10/51 [00:00<00:03, 13.52it/s]
85/99 0.457G 0.03591 0.04753 0.04235 0.1258 38 416: 24%|##3 | 12/51 [00:00<00:02, 13.24it/s]
85/99 0.457G 0.03674 0.04809 0.04277 0.1276 56 416: 24%|##3 | 12/51 [00:00<00:02, 13.24it/s]
85/99 0.457G 0.0367 0.04612 0.04353 0.1264 25 416: 24%|##3 | 12/51 [00:01<00:02, 13.24it/s]
85/99 0.457G 0.0367 0.04612 0.04353 0.1264 25 416: 27%|##7 | 14/51 [00:01<00:02, 13.50it/s]
85/99 0.457G 0.03703 0.04651 0.04377 0.1273 76 416: 27%|##7 | 14/51 [00:01<00:02, 13.50it/s]
85/99 0.457G 0.0375 0.04628 0.04408 0.1279 65 416: 27%|##7 | 14/51 [00:01<00:02, 13.50it/s]
85/99 0.457G 0.0375 0.04628 0.04408 0.1279 65 416: 31%|###1 | 16/51 [00:01<00:02, 13.24it/s]
85/99 0.457G 0.03708 0.04543 0.04393 0.1264 56 416: 31%|###1 | 16/51 [00:01<00:02, 13.24it/s]
85/99 0.457G 0.03704 0.04664 0.04406 0.1277 119 416: 31%|###1 | 16/51 [00:01<00:02, 13.24it/s]
85/99 0.457G 0.03704 0.04664 0.04406 0.1277 119 416: 35%|###5 | 18/51 [00:01<00:02, 12.68it/s]
85/99 0.457G 0.03686 0.04655 0.04431 0.1277 80 416: 35%|###5 | 18/51 [00:01<00:02, 12.68it/s]
85/99 0.457G 0.03687 0.04898 0.04433 0.1302 160 416: 35%|###5 | 18/51 [00:01<00:02, 12.68it/s]
85/99 0.457G 0.03687 0.04898 0.04433 0.1302 160 416: 39%|###9 | 20/51 [00:01<00:02, 13.11it/s]
85/99 0.457G 0.03733 0.04766 0.04454 0.1295 31 416: 39%|###9 | 20/51 [00:01<00:02, 13.11it/s]
85/99 0.457G 0.03715 0.04717 0.04454 0.1289 42 416: 39%|###9 | 20/51 [00:01<00:02, 13.11it/s]
85/99 0.457G 0.03715 0.04717 0.04454 0.1289 42 416: 43%|####3 | 22/51 [00:01<00:02, 13.17it/s]
85/99 0.457G 0.03695 0.04588 0.04423 0.1271 21 416: 43%|####3 | 22/51 [00:01<00:02, 13.17it/s]
85/99 0.457G 0.03695 0.04539 0.04446 0.1268 32 416: 43%|####3 | 22/51 [00:01<00:02, 13.17it/s]
85/99 0.457G 0.03695 0.04539 0.04446 0.1268 32 416: 47%|####7 | 24/51 [00:01<00:02, 13.27it/s]
85/99 0.457G 0.03715 0.0455 0.04439 0.127 65 416: 47%|####7 | 24/51 [00:01<00:02, 13.27it/s]
85/99 0.457G 0.03702 0.04569 0.04445 0.1272 90 416: 47%|####7 | 24/51 [00:01<00:02, 13.27it/s]
85/99 0.457G 0.03702 0.04569 0.04445 0.1272 90 416: 51%|##### | 26/51 [00:01<00:01, 13.54it/s]
85/99 0.457G 0.03678 0.04583 0.04448 0.1271 69 416: 51%|##### | 26/51 [00:02<00:01, 13.54it/s]
85/99 0.457G 0.03644 0.04482 0.04438 0.1256 23 416: 51%|##### | 26/51 [00:02<00:01, 13.54it/s]
85/99 0.457G 0.03644 0.04482 0.04438 0.1256 23 416: 55%|#####4 | 28/51 [00:02<00:01, 13.68it/s]
85/99 0.457G 0.03634 0.04509 0.04436 0.1258 100 416: 55%|#####4 | 28/51 [00:02<00:01, 13.68it/s]
85/99 0.457G 0.03642 0.04452 0.04445 0.1254 29 416: 55%|#####4 | 28/51 [00:02<00:01, 13.68it/s]
85/99 0.457G 0.03642 0.04452 0.04445 0.1254 29 416: 59%|#####8 | 30/51 [00:02<00:01, 13.83it/s]
85/99 0.457G 0.03643 0.04449 0.04445 0.1254 63 416: 59%|#####8 | 30/51 [00:02<00:01, 13.83it/s]
85/99 0.457G 0.03639 0.04467 0.04447 0.1255 73 416: 59%|#####8 | 30/51 [00:02<00:01, 13.83it/s]
85/99 0.457G 0.03639 0.04467 0.04447 0.1255 73 416: 63%|######2 | 32/51 [00:02<00:01, 13.92it/s]
85/99 0.457G 0.03675 0.0448 0.04452 0.1261 84 416: 63%|######2 | 32/51 [00:02<00:01, 13.92it/s]
85/99 0.457G 0.03659 0.04466 0.04433 0.1256 67 416: 63%|######2 | 32/51 [00:02<00:01, 13.92it/s]
85/99 0.457G 0.03659 0.04466 0.04433 0.1256 67 416: 67%|######6 | 34/51 [00:02<00:01, 13.13it/s]
85/99 0.457G 0.03632 0.04425 0.0443 0.1249 42 416: 67%|######6 | 34/51 [00:02<00:01, 13.13it/s]
85/99 0.457G 0.03615 0.0442 0.04422 0.1246 59 416: 67%|######6 | 34/51 [00:02<00:01, 13.13it/s]
85/99 0.457G 0.03615 0.0442 0.04422 0.1246 59 416: 71%|####### | 36/51 [00:02<00:01, 13.01it/s]
85/99 0.457G 0.03635 0.04431 0.04419 0.1248 85 416: 71%|####### | 36/51 [00:02<00:01, 13.01it/s]
85/99 0.457G 0.03594 0.04443 0.04382 0.1242 90 416: 71%|####### | 36/51 [00:02<00:01, 13.01it/s]
85/99 0.457G 0.03594 0.04443 0.04382 0.1242 90 416: 75%|#######4 | 38/51 [00:02<00:00, 13.34it/s]
85/99 0.457G 0.03602 0.04507 0.04388 0.125 87 416: 75%|#######4 | 38/51 [00:02<00:00, 13.34it/s]
85/99 0.457G 0.03596 0.04493 0.04392 0.1248 56 416: 75%|#######4 | 38/51 [00:03<00:00, 13.34it/s]
85/99 0.457G 0.03596 0.04493 0.04392 0.1248 56 416: 78%|#######8 | 40/51 [00:03<00:00, 13.57it/s]
85/99 0.457G 0.03588 0.04504 0.044 0.1249 52 416: 78%|#######8 | 40/51 [00:03<00:00, 13.57it/s]
85/99 0.457G 0.03587 0.04499 0.04405 0.1249 70 416: 78%|#######8 | 40/51 [00:03<00:00, 13.57it/s]
85/99 0.457G 0.03587 0.04499 0.04405 0.1249 70 416: 82%|########2 | 42/51 [00:03<00:00, 13.28it/s]
85/99 0.457G 0.03579 0.04534 0.04405 0.1252 84 416: 82%|########2 | 42/51 [00:03<00:00, 13.28it/s]
85/99 0.457G 0.03572 0.04575 0.04411 0.1256 95 416: 82%|########2 | 42/51 [00:03<00:00, 13.28it/s]
85/99 0.457G 0.03572 0.04575 0.04411 0.1256 95 416: 86%|########6 | 44/51 [00:03<00:00, 13.53it/s]
85/99 0.457G 0.03558 0.04541 0.04382 0.1248 52 416: 86%|########6 | 44/51 [00:03<00:00, 13.53it/s]
85/99 0.457G 0.03557 0.04552 0.04385 0.1249 66 416: 86%|########6 | 44/51 [00:03<00:00, 13.53it/s]
85/99 0.457G 0.03557 0.04552 0.04385 0.1249 66 416: 90%|######### | 46/51 [00:03<00:00, 13.72it/s]
85/99 0.457G 0.03559 0.04597 0.04388 0.1254 104 416: 90%|######### | 46/51 [00:03<00:00, 13.72it/s]
85/99 0.457G 0.03559 0.04645 0.04394 0.126 116 416: 90%|######### | 46/51 [00:03<00:00, 13.72it/s]
85/99 0.457G 0.03559 0.04645 0.04394 0.126 116 416: 94%|#########4| 48/51 [00:03<00:00, 13.84it/s]
85/99 0.457G 0.03558 0.04629 0.044 0.1259 42 416: 94%|#########4| 48/51 [00:03<00:00, 13.84it/s]
85/99 0.457G 0.03535 0.04577 0.04375 0.1249 33 416: 94%|#########4| 48/51 [00:03<00:00, 13.84it/s]
85/99 0.457G 0.03535 0.04577 0.04375 0.1249 33 416: 98%|#########8| 50/51 [00:03<00:00, 13.09it/s]
85/99 0.457G 0.03507 0.04659 0.04349 0.1251 38 416: 98%|#########8| 50/51 [00:03<00:00, 13.09it/s]
85/99 0.457G 0.03507 0.04659 0.04349 0.1251 38 416: 100%|##########| 51/51 [00:03<00:00, 13.41it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.84it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.03it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.32it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.73it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
86/99 0.457G 0.02926 0.06124 0.03148 0.122 109 416: 0%| | 0/51 [00:00<?, ?it/s]
86/99 0.457G 0.03499 0.05657 0.03847 0.13 74 416: 0%| | 0/51 [00:00<?, ?it/s]
86/99 0.457G 0.03499 0.05657 0.03847 0.13 74 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
86/99 0.457G 0.03441 0.05313 0.04115 0.1287 69 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
86/99 0.457G 0.03475 0.05235 0.0422 0.1293 64 416: 4%|3 | 2/51 [00:00<00:03, 12.77it/s]
86/99 0.457G 0.03475 0.05235 0.0422 0.1293 64 416: 8%|7 | 4/51 [00:00<00:03, 13.51it/s]
86/99 0.457G 0.03443 0.05126 0.04338 0.1291 49 416: 8%|7 | 4/51 [00:00<00:03, 13.51it/s]
86/99 0.457G 0.03683 0.04982 0.04294 0.1296 83 416: 8%|7 | 4/51 [00:00<00:03, 13.51it/s]
86/99 0.457G 0.03683 0.04982 0.04294 0.1296 83 416: 12%|#1 | 6/51 [00:00<00:03, 13.77it/s]
86/99 0.457G 0.03715 0.04733 0.0433 0.1278 56 416: 12%|#1 | 6/51 [00:00<00:03, 13.77it/s]
86/99 0.457G 0.03723 0.04693 0.04371 0.1279 69 416: 12%|#1 | 6/51 [00:00<00:03, 13.77it/s]
86/99 0.457G 0.03723 0.04693 0.04371 0.1279 69 416: 16%|#5 | 8/51 [00:00<00:03, 13.93it/s]
86/99 0.457G 0.03643 0.04466 0.04242 0.1235 49 416: 16%|#5 | 8/51 [00:00<00:03, 13.93it/s]
86/99 0.457G 0.03748 0.04547 0.04291 0.1259 97 416: 16%|#5 | 8/51 [00:00<00:03, 13.93it/s]
86/99 0.457G 0.03748 0.04547 0.04291 0.1259 97 416: 20%|#9 | 10/51 [00:00<00:02, 14.01it/s]
86/99 0.457G 0.03788 0.04784 0.04342 0.1291 127 416: 20%|#9 | 10/51 [00:00<00:02, 14.01it/s]
86/99 0.457G 0.03707 0.0462 0.04352 0.1268 32 416: 20%|#9 | 10/51 [00:00<00:02, 14.01it/s]
86/99 0.457G 0.03707 0.0462 0.04352 0.1268 32 416: 24%|##3 | 12/51 [00:00<00:02, 13.56it/s]
86/99 0.457G 0.03692 0.04704 0.04385 0.1278 90 416: 24%|##3 | 12/51 [00:00<00:02, 13.56it/s]
86/99 0.457G 0.03757 0.04859 0.04418 0.1303 124 416: 24%|##3 | 12/51 [00:01<00:02, 13.56it/s]
86/99 0.457G 0.03757 0.04859 0.04418 0.1303 124 416: 27%|##7 | 14/51 [00:01<00:02, 13.28it/s]
86/99 0.457G 0.03774 0.04828 0.04439 0.1304 78 416: 27%|##7 | 14/51 [00:01<00:02, 13.28it/s]
86/99 0.457G 0.03735 0.04754 0.04412 0.129 46 416: 27%|##7 | 14/51 [00:01<00:02, 13.28it/s]
86/99 0.457G 0.03735 0.04754 0.04412 0.129 46 416: 31%|###1 | 16/51 [00:01<00:02, 12.69it/s]
86/99 0.457G 0.0373 0.04654 0.0442 0.128 39 416: 31%|###1 | 16/51 [00:01<00:02, 12.69it/s]
86/99 0.457G 0.03709 0.04673 0.04409 0.1279 76 416: 31%|###1 | 16/51 [00:01<00:02, 12.69it/s]
86/99 0.457G 0.03709 0.04673 0.04409 0.1279 76 416: 35%|###5 | 18/51 [00:01<00:02, 13.12it/s]
86/99 0.457G 0.03707 0.04595 0.04376 0.1268 58 416: 35%|###5 | 18/51 [00:01<00:02, 13.12it/s]
86/99 0.457G 0.03667 0.04452 0.04385 0.125 25 416: 35%|###5 | 18/51 [00:01<00:02, 13.12it/s]
86/99 0.457G 0.03667 0.04452 0.04385 0.125 25 416: 39%|###9 | 20/51 [00:01<00:02, 12.96it/s]
86/99 0.457G 0.03657 0.04427 0.04389 0.1247 48 416: 39%|###9 | 20/51 [00:01<00:02, 12.96it/s]
86/99 0.457G 0.0364 0.04437 0.04354 0.1243 76 416: 39%|###9 | 20/51 [00:01<00:02, 12.96it/s]
86/99 0.457G 0.0364 0.04437 0.04354 0.1243 76 416: 43%|####3 | 22/51 [00:01<00:02, 13.31it/s]
86/99 0.457G 0.0362 0.0433 0.04365 0.1231 23 416: 43%|####3 | 22/51 [00:01<00:02, 13.31it/s]
86/99 0.457G 0.03599 0.04352 0.0437 0.1232 72 416: 43%|####3 | 22/51 [00:01<00:02, 13.31it/s]
86/99 0.457G 0.03599 0.04352 0.0437 0.1232 72 416: 47%|####7 | 24/51 [00:01<00:01, 13.56it/s]
86/99 0.457G 0.03605 0.04312 0.04368 0.1228 56 416: 47%|####7 | 24/51 [00:01<00:01, 13.56it/s]
86/99 0.457G 0.03617 0.04337 0.04353 0.1231 93 416: 47%|####7 | 24/51 [00:01<00:01, 13.56it/s]
86/99 0.457G 0.03617 0.04337 0.04353 0.1231 93 416: 51%|##### | 26/51 [00:01<00:01, 13.73it/s]
86/99 0.457G 0.03622 0.04449 0.0438 0.1245 112 416: 51%|##### | 26/51 [00:02<00:01, 13.73it/s]
86/99 0.457G 0.03614 0.04432 0.04374 0.1242 44 416: 51%|##### | 26/51 [00:02<00:01, 13.73it/s]
86/99 0.457G 0.03614 0.04432 0.04374 0.1242 44 416: 55%|#####4 | 28/51 [00:02<00:01, 13.87it/s]
86/99 0.457G 0.03626 0.04405 0.04346 0.1238 57 416: 55%|#####4 | 28/51 [00:02<00:01, 13.87it/s]
86/99 0.457G 0.03616 0.04445 0.04356 0.1242 90 416: 55%|#####4 | 28/51 [00:02<00:01, 13.87it/s]
86/99 0.457G 0.03616 0.04445 0.04356 0.1242 90 416: 59%|#####8 | 30/51 [00:02<00:01, 13.95it/s]
86/99 0.457G 0.03611 0.04383 0.04358 0.1235 34 416: 59%|#####8 | 30/51 [00:02<00:01, 13.95it/s]
86/99 0.457G 0.03624 0.04401 0.04355 0.1238 77 416: 59%|#####8 | 30/51 [00:02<00:01, 13.95it/s]
86/99 0.457G 0.03624 0.04401 0.04355 0.1238 77 416: 63%|######2 | 32/51 [00:02<00:01, 13.11it/s]
86/99 0.457G 0.03626 0.04491 0.04364 0.1248 122 416: 63%|######2 | 32/51 [00:02<00:01, 13.11it/s]
86/99 0.457G 0.03604 0.04547 0.04328 0.1248 113 416: 63%|######2 | 32/51 [00:02<00:01, 13.11it/s]
86/99 0.457G 0.03604 0.04547 0.04328 0.1248 113 416: 67%|######6 | 34/51 [00:02<00:01, 13.40it/s]
86/99 0.457G 0.03619 0.04454 0.04339 0.1241 12 416: 67%|######6 | 34/51 [00:02<00:01, 13.40it/s]
86/99 0.457G 0.03619 0.0439 0.04321 0.1233 24 416: 67%|######6 | 34/51 [00:02<00:01, 13.40it/s]
86/99 0.457G 0.03619 0.0439 0.04321 0.1233 24 416: 71%|####### | 36/51 [00:02<00:01, 13.20it/s]
86/99 0.457G 0.03618 0.04389 0.04334 0.1234 55 416: 71%|####### | 36/51 [00:02<00:01, 13.20it/s]
86/99 0.457G 0.03598 0.04318 0.04354 0.1227 25 416: 71%|####### | 36/51 [00:02<00:01, 13.20it/s]
86/99 0.457G 0.03598 0.04318 0.04354 0.1227 25 416: 75%|#######4 | 38/51 [00:02<00:00, 13.47it/s]
86/99 0.457G 0.03602 0.04295 0.04351 0.1225 61 416: 75%|#######4 | 38/51 [00:02<00:00, 13.47it/s]
86/99 0.457G 0.0358 0.04276 0.04325 0.1218 67 416: 75%|#######4 | 38/51 [00:02<00:00, 13.47it/s]
86/99 0.457G 0.0358 0.04276 0.04325 0.1218 67 416: 78%|#######8 | 40/51 [00:02<00:00, 13.68it/s]
86/99 0.457G 0.03587 0.043 0.04332 0.1222 85 416: 78%|#######8 | 40/51 [00:03<00:00, 13.68it/s]
86/99 0.457G 0.03583 0.04239 0.04339 0.1216 23 416: 78%|#######8 | 40/51 [00:03<00:00, 13.68it/s]
86/99 0.457G 0.03583 0.04239 0.04339 0.1216 23 416: 82%|########2 | 42/51 [00:03<00:00, 13.82it/s]
86/99 0.457G 0.03568 0.04203 0.04331 0.121 42 416: 82%|########2 | 42/51 [00:03<00:00, 13.82it/s]
86/99 0.457G 0.03571 0.04302 0.04326 0.122 143 416: 82%|########2 | 42/51 [00:03<00:00, 13.82it/s]
86/99 0.457G 0.03571 0.04302 0.04326 0.122 143 416: 86%|########6 | 44/51 [00:03<00:00, 13.92it/s]
86/99 0.457G 0.03581 0.04289 0.04333 0.122 49 416: 86%|########6 | 44/51 [00:03<00:00, 13.92it/s]
86/99 0.457G 0.03601 0.04274 0.04348 0.1222 58 416: 86%|########6 | 44/51 [00:03<00:00, 13.92it/s]
86/99 0.457G 0.03601 0.04274 0.04348 0.1222 58 416: 90%|######### | 46/51 [00:03<00:00, 13.66it/s]
86/99 0.457G 0.03617 0.04339 0.04359 0.1231 131 416: 90%|######### | 46/51 [00:03<00:00, 13.66it/s]
86/99 0.457G 0.03607 0.04323 0.04364 0.1229 49 416: 90%|######### | 46/51 [00:03<00:00, 13.66it/s]
86/99 0.457G 0.03607 0.04323 0.04364 0.1229 49 416: 94%|#########4| 48/51 [00:03<00:00, 12.84it/s]
86/99 0.457G 0.03621 0.04325 0.04367 0.1231 73 416: 94%|#########4| 48/51 [00:03<00:00, 12.84it/s]
86/99 0.457G 0.03622 0.04312 0.04369 0.123 47 416: 94%|#########4| 48/51 [00:03<00:00, 12.84it/s]
86/99 0.457G 0.03622 0.04312 0.04369 0.123 47 416: 98%|#########8| 50/51 [00:03<00:00, 13.20it/s]
86/99 0.457G 0.03599 0.04239 0.04386 0.1222 1 416: 98%|#########8| 50/51 [00:03<00:00, 13.20it/s]
86/99 0.457G 0.03599 0.04239 0.04386 0.1222 1 416: 100%|##########| 51/51 [00:03<00:00, 13.47it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.38it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 12.55it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.03it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.29it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.80it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
87/99 0.457G 0.03288 0.02647 0.04495 0.1043 38 416: 0%| | 0/51 [00:00<?, ?it/s]
87/99 0.457G 0.03591 0.03739 0.04451 0.1178 65 416: 0%| | 0/51 [00:00<?, ?it/s]
87/99 0.457G 0.03591 0.03739 0.04451 0.1178 65 416: 4%|3 | 2/51 [00:00<00:03, 14.19it/s]
87/99 0.457G 0.03793 0.043 0.04512 0.126 83 416: 4%|3 | 2/51 [00:00<00:03, 14.19it/s]
87/99 0.457G 0.03732 0.0507 0.04585 0.1339 117 416: 4%|3 | 2/51 [00:00<00:03, 14.19it/s]
87/99 0.457G 0.03732 0.0507 0.04585 0.1339 117 416: 8%|7 | 4/51 [00:00<00:03, 13.16it/s]
87/99 0.457G 0.03801 0.05354 0.04589 0.1374 74 416: 8%|7 | 4/51 [00:00<00:03, 13.16it/s]
87/99 0.457G 0.03724 0.05324 0.04541 0.1359 69 416: 8%|7 | 4/51 [00:00<00:03, 13.16it/s]
87/99 0.457G 0.03724 0.05324 0.04541 0.1359 69 416: 12%|#1 | 6/51 [00:00<00:03, 13.72it/s]
87/99 0.457G 0.03631 0.04899 0.04476 0.1301 30 416: 12%|#1 | 6/51 [00:00<00:03, 13.72it/s]
87/99 0.457G 0.03535 0.0459 0.04363 0.1249 25 416: 12%|#1 | 6/51 [00:00<00:03, 13.72it/s]
87/99 0.457G 0.03535 0.0459 0.04363 0.1249 25 416: 16%|#5 | 8/51 [00:00<00:03, 13.85it/s]
87/99 0.457G 0.03574 0.04442 0.04376 0.1239 34 416: 16%|#5 | 8/51 [00:00<00:03, 13.85it/s]
87/99 0.457G 0.03515 0.0442 0.04325 0.1226 61 416: 16%|#5 | 8/51 [00:00<00:03, 13.85it/s]
87/99 0.457G 0.03515 0.0442 0.04325 0.1226 61 416: 20%|#9 | 10/51 [00:00<00:03, 13.43it/s]
87/99 0.457G 0.03541 0.04465 0.04372 0.1238 84 416: 20%|#9 | 10/51 [00:00<00:03, 13.43it/s]
87/99 0.457G 0.03532 0.04387 0.04336 0.1225 65 416: 20%|#9 | 10/51 [00:00<00:03, 13.43it/s]
87/99 0.457G 0.03532 0.04387 0.04336 0.1225 65 416: 24%|##3 | 12/51 [00:00<00:03, 12.42it/s]
87/99 0.457G 0.03565 0.04486 0.04343 0.1239 106 416: 24%|##3 | 12/51 [00:00<00:03, 12.42it/s]
87/99 0.457G 0.03527 0.0434 0.04342 0.1221 41 416: 24%|##3 | 12/51 [00:01<00:03, 12.42it/s]
87/99 0.457G 0.03527 0.0434 0.04342 0.1221 41 416: 27%|##7 | 14/51 [00:01<00:02, 12.72it/s]
87/99 0.457G 0.03634 0.04659 0.04359 0.1265 160 416: 27%|##7 | 14/51 [00:01<00:02, 12.72it/s]
87/99 0.457G 0.03645 0.04832 0.04375 0.1285 110 416: 27%|##7 | 14/51 [00:01<00:02, 12.72it/s]
87/99 0.457G 0.03645 0.04832 0.04375 0.1285 110 416: 31%|###1 | 16/51 [00:01<00:02, 12.85it/s]
87/99 0.457G 0.03642 0.05153 0.04393 0.1319 135 416: 31%|###1 | 16/51 [00:01<00:02, 12.85it/s]
87/99 0.457G 0.03609 0.04979 0.04426 0.1301 25 416: 31%|###1 | 16/51 [00:01<00:02, 12.85it/s]
87/99 0.457G 0.03609 0.04979 0.04426 0.1301 25 416: 35%|###5 | 18/51 [00:01<00:02, 13.10it/s]
87/99 0.457G 0.03653 0.04964 0.04429 0.1305 83 416: 35%|###5 | 18/51 [00:01<00:02, 13.10it/s]
87/99 0.457G 0.03651 0.05 0.04434 0.1309 74 416: 35%|###5 | 18/51 [00:01<00:02, 13.10it/s]
87/99 0.457G 0.03651 0.05 0.04434 0.1309 74 416: 39%|###9 | 20/51 [00:01<00:02, 13.41it/s]
87/99 0.457G 0.03637 0.05156 0.04437 0.1323 122 416: 39%|###9 | 20/51 [00:01<00:02, 13.41it/s]
87/99 0.457G 0.03598 0.05076 0.04419 0.1309 52 416: 39%|###9 | 20/51 [00:01<00:02, 13.41it/s]
87/99 0.457G 0.03598 0.05076 0.04419 0.1309 52 416: 43%|####3 | 22/51 [00:01<00:02, 13.17it/s]
87/99 0.457G 0.03585 0.05069 0.04384 0.1304 78 416: 43%|####3 | 22/51 [00:01<00:02, 13.17it/s]
87/99 0.457G 0.03579 0.0514 0.04368 0.1309 108 416: 43%|####3 | 22/51 [00:01<00:02, 13.17it/s]
87/99 0.457G 0.03579 0.0514 0.04368 0.1309 108 416: 47%|####7 | 24/51 [00:01<00:02, 12.65it/s]
87/99 0.457G 0.03567 0.05026 0.04378 0.1297 35 416: 47%|####7 | 24/51 [00:01<00:02, 12.65it/s]
87/99 0.457G 0.03584 0.04975 0.04373 0.1293 58 416: 47%|####7 | 24/51 [00:02<00:02, 12.65it/s]
87/99 0.457G 0.03584 0.04975 0.04373 0.1293 58 416: 51%|##### | 26/51 [00:02<00:02, 11.58it/s]
87/99 0.457G 0.03573 0.04901 0.04374 0.1285 30 416: 51%|##### | 26/51 [00:02<00:02, 11.58it/s]
87/99 0.457G 0.03564 0.04903 0.04396 0.1286 75 416: 51%|##### | 26/51 [00:02<00:02, 11.58it/s]
87/99 0.457G 0.03564 0.04903 0.04396 0.1286 75 416: 55%|#####4 | 28/51 [00:02<00:02, 10.98it/s]
87/99 0.457G 0.03595 0.04841 0.0441 0.1285 33 416: 55%|#####4 | 28/51 [00:02<00:02, 10.98it/s]
87/99 0.457G 0.03616 0.04782 0.04417 0.1282 45 416: 55%|#####4 | 28/51 [00:02<00:02, 10.98it/s]
87/99 0.457G 0.03616 0.04782 0.04417 0.1282 45 416: 59%|#####8 | 30/51 [00:02<00:01, 11.46it/s]
87/99 0.457G 0.0361 0.04718 0.04397 0.1273 39 416: 59%|#####8 | 30/51 [00:02<00:01, 11.46it/s]
87/99 0.457G 0.03607 0.04706 0.04395 0.1271 74 416: 59%|#####8 | 30/51 [00:02<00:01, 11.46it/s]
87/99 0.457G 0.03607 0.04706 0.04395 0.1271 74 416: 63%|######2 | 32/51 [00:02<00:01, 12.16it/s]
87/99 0.457G 0.03585 0.04697 0.04367 0.1265 64 416: 63%|######2 | 32/51 [00:02<00:01, 12.16it/s]
87/99 0.457G 0.036 0.0466 0.04366 0.1263 55 416: 63%|######2 | 32/51 [00:02<00:01, 12.16it/s]
87/99 0.457G 0.036 0.0466 0.04366 0.1263 55 416: 67%|######6 | 34/51 [00:02<00:01, 12.38it/s]
87/99 0.457G 0.03592 0.04639 0.04374 0.1261 49 416: 67%|######6 | 34/51 [00:02<00:01, 12.38it/s]
87/99 0.457G 0.03579 0.04614 0.04374 0.1257 43 416: 67%|######6 | 34/51 [00:02<00:01, 12.38it/s]
87/99 0.457G 0.03579 0.04614 0.04374 0.1257 43 416: 71%|####### | 36/51 [00:02<00:01, 12.58it/s]
87/99 0.457G 0.03586 0.04643 0.04376 0.126 87 416: 71%|####### | 36/51 [00:02<00:01, 12.58it/s]
87/99 0.457G 0.03593 0.04679 0.04385 0.1266 87 416: 71%|####### | 36/51 [00:03<00:01, 12.58it/s]
87/99 0.457G 0.03593 0.04679 0.04385 0.1266 87 416: 75%|#######4 | 38/51 [00:03<00:01, 12.63it/s]
87/99 0.457G 0.03578 0.04688 0.04386 0.1265 82 416: 75%|#######4 | 38/51 [00:03<00:01, 12.63it/s]
87/99 0.457G 0.03562 0.0463 0.04387 0.1258 25 416: 75%|#######4 | 38/51 [00:03<00:01, 12.63it/s]
87/99 0.457G 0.03562 0.0463 0.04387 0.1258 25 416: 78%|#######8 | 40/51 [00:03<00:00, 13.06it/s]
87/99 0.457G 0.03551 0.04665 0.04386 0.126 103 416: 78%|#######8 | 40/51 [00:03<00:00, 13.06it/s]
87/99 0.457G 0.03551 0.04692 0.04391 0.1263 76 416: 78%|#######8 | 40/51 [00:03<00:00, 13.06it/s]
87/99 0.457G 0.03551 0.04692 0.04391 0.1263 76 416: 82%|########2 | 42/51 [00:03<00:00, 12.96it/s]
87/99 0.457G 0.03553 0.04665 0.04404 0.1262 51 416: 82%|########2 | 42/51 [00:03<00:00, 12.96it/s]
87/99 0.457G 0.03545 0.04644 0.04387 0.1258 69 416: 82%|########2 | 42/51 [00:03<00:00, 12.96it/s]
87/99 0.457G 0.03545 0.04644 0.04387 0.1258 69 416: 86%|########6 | 44/51 [00:03<00:00, 12.52it/s]
87/99 0.457G 0.0356 0.04696 0.04394 0.1265 126 416: 86%|########6 | 44/51 [00:03<00:00, 12.52it/s]
87/99 0.457G 0.0356 0.04703 0.04395 0.1266 78 416: 86%|########6 | 44/51 [00:03<00:00, 12.52it/s]
87/99 0.457G 0.0356 0.04703 0.04395 0.1266 78 416: 90%|######### | 46/51 [00:03<00:00, 12.93it/s]
87/99 0.457G 0.03551 0.04675 0.04388 0.1261 50 416: 90%|######### | 46/51 [00:03<00:00, 12.93it/s]
87/99 0.457G 0.03536 0.04639 0.04397 0.1257 41 416: 90%|######### | 46/51 [00:03<00:00, 12.93it/s]
87/99 0.457G 0.03536 0.04639 0.04397 0.1257 41 416: 94%|#########4| 48/51 [00:03<00:00, 13.25it/s]
87/99 0.457G 0.03536 0.04613 0.04386 0.1254 49 416: 94%|#########4| 48/51 [00:03<00:00, 13.25it/s]
87/99 0.457G 0.03552 0.04605 0.04385 0.1254 67 416: 94%|#########4| 48/51 [00:03<00:00, 13.25it/s]
87/99 0.457G 0.03552 0.04605 0.04385 0.1254 67 416: 98%|#########8| 50/51 [00:03<00:00, 13.09it/s]
87/99 0.457G 0.03552 0.04604 0.04362 0.1252 22 416: 98%|#########8| 50/51 [00:03<00:00, 13.09it/s]
87/99 0.457G 0.03552 0.04604 0.04362 0.1252 22 416: 100%|##########| 51/51 [00:03<00:00, 12.83it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.54it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.13it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.35it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.72it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
88/99 0.457G 0.03773 0.04359 0.04525 0.1266 59 416: 0%| | 0/51 [00:00<?, ?it/s]
88/99 0.457G 0.03979 0.03535 0.04306 0.1182 44 416: 0%| | 0/51 [00:00<?, ?it/s]
88/99 0.457G 0.03979 0.03535 0.04306 0.1182 44 416: 4%|3 | 2/51 [00:00<00:04, 11.58it/s]
88/99 0.457G 0.04002 0.04496 0.04409 0.1291 84 416: 4%|3 | 2/51 [00:00<00:04, 11.58it/s]
88/99 0.457G 0.03754 0.0407 0.04258 0.1208 43 416: 4%|3 | 2/51 [00:00<00:04, 11.58it/s]
88/99 0.457G 0.03754 0.0407 0.04258 0.1208 43 416: 8%|7 | 4/51 [00:00<00:03, 12.98it/s]
88/99 0.457G 0.03743 0.03525 0.04282 0.1155 13 416: 8%|7 | 4/51 [00:00<00:03, 12.98it/s]
88/99 0.457G 0.03701 0.03476 0.0419 0.1137 49 416: 8%|7 | 4/51 [00:00<00:03, 12.98it/s]
88/99 0.457G 0.03701 0.03476 0.0419 0.1137 49 416: 12%|#1 | 6/51 [00:00<00:03, 12.87it/s]
88/99 0.457G 0.03666 0.03503 0.04242 0.1141 51 416: 12%|#1 | 6/51 [00:00<00:03, 12.87it/s]
88/99 0.457G 0.03683 0.0366 0.04268 0.1161 70 416: 12%|#1 | 6/51 [00:00<00:03, 12.87it/s]
88/99 0.457G 0.03683 0.0366 0.04268 0.1161 70 416: 16%|#5 | 8/51 [00:00<00:03, 13.36it/s]
88/99 0.457G 0.03672 0.03726 0.04261 0.1166 60 416: 16%|#5 | 8/51 [00:00<00:03, 13.36it/s]
88/99 0.457G 0.03671 0.03928 0.04291 0.1189 101 416: 16%|#5 | 8/51 [00:00<00:03, 13.36it/s]
88/99 0.457G 0.03671 0.03928 0.04291 0.1189 101 416: 20%|#9 | 10/51 [00:00<00:03, 12.62it/s]
88/99 0.457G 0.03717 0.04121 0.04305 0.1214 92 416: 20%|#9 | 10/51 [00:00<00:03, 12.62it/s]
88/99 0.457G 0.03688 0.04062 0.04301 0.1205 53 416: 20%|#9 | 10/51 [00:00<00:03, 12.62it/s]
88/99 0.457G 0.03688 0.04062 0.04301 0.1205 53 416: 24%|##3 | 12/51 [00:00<00:02, 13.11it/s]
88/99 0.457G 0.0367 0.04183 0.04286 0.1214 99 416: 24%|##3 | 12/51 [00:01<00:02, 13.11it/s]
88/99 0.457G 0.0371 0.04234 0.04299 0.1224 86 416: 24%|##3 | 12/51 [00:01<00:02, 13.11it/s]
88/99 0.457G 0.0371 0.04234 0.04299 0.1224 86 416: 27%|##7 | 14/51 [00:01<00:02, 13.43it/s]
88/99 0.457G 0.037 0.04476 0.04229 0.124 158 416: 27%|##7 | 14/51 [00:01<00:02, 13.43it/s]
88/99 0.457G 0.03687 0.04578 0.0425 0.1252 80 416: 27%|##7 | 14/51 [00:01<00:02, 13.43it/s]
88/99 0.457G 0.03687 0.04578 0.0425 0.1252 80 416: 31%|###1 | 16/51 [00:01<00:02, 13.21it/s]
88/99 0.457G 0.03679 0.04692 0.04263 0.1263 106 416: 31%|###1 | 16/51 [00:01<00:02, 13.21it/s]
88/99 0.457G 0.03694 0.04895 0.04282 0.1287 91 416: 31%|###1 | 16/51 [00:01<00:02, 13.21it/s]
88/99 0.457G 0.03694 0.04895 0.04282 0.1287 91 416: 35%|###5 | 18/51 [00:01<00:02, 13.49it/s]
88/99 0.457G 0.03676 0.04889 0.04295 0.1286 67 416: 35%|###5 | 18/51 [00:01<00:02, 13.49it/s]
88/99 0.457G 0.03696 0.0494 0.04307 0.1294 94 416: 35%|###5 | 18/51 [00:01<00:02, 13.49it/s]
88/99 0.457G 0.03696 0.0494 0.04307 0.1294 94 416: 39%|###9 | 20/51 [00:01<00:02, 13.26it/s]
88/99 0.457G 0.0366 0.04828 0.04315 0.128 44 416: 39%|###9 | 20/51 [00:01<00:02, 13.26it/s]
88/99 0.457G 0.03635 0.04792 0.04319 0.1275 57 416: 39%|###9 | 20/51 [00:01<00:02, 13.26it/s]
88/99 0.457G 0.03635 0.04792 0.04319 0.1275 57 416: 43%|####3 | 22/51 [00:01<00:02, 13.52it/s]
88/99 0.457G 0.03625 0.04827 0.04323 0.1277 81 416: 43%|####3 | 22/51 [00:01<00:02, 13.52it/s]
88/99 0.457G 0.03623 0.04892 0.04337 0.1285 104 416: 43%|####3 | 22/51 [00:01<00:02, 13.52it/s]
88/99 0.457G 0.03623 0.04892 0.04337 0.1285 104 416: 47%|####7 | 24/51 [00:01<00:02, 13.24it/s]
88/99 0.457G 0.03616 0.04869 0.04345 0.1283 58 416: 47%|####7 | 24/51 [00:01<00:02, 13.24it/s]
88/99 0.457G 0.03612 0.04827 0.04331 0.1277 57 416: 47%|####7 | 24/51 [00:01<00:02, 13.24it/s]
88/99 0.457G 0.03612 0.04827 0.04331 0.1277 57 416: 51%|##### | 26/51 [00:01<00:01, 12.69it/s]
88/99 0.457G 0.03579 0.04797 0.04329 0.1271 55 416: 51%|##### | 26/51 [00:02<00:01, 12.69it/s]
88/99 0.457G 0.03638 0.0477 0.04356 0.1276 80 416: 51%|##### | 26/51 [00:02<00:01, 12.69it/s]
88/99 0.457G 0.03638 0.0477 0.04356 0.1276 80 416: 55%|#####4 | 28/51 [00:02<00:01, 13.11it/s]
88/99 0.457G 0.03636 0.04813 0.04346 0.128 109 416: 55%|#####4 | 28/51 [00:02<00:01, 13.11it/s]
88/99 0.457G 0.03623 0.0482 0.04347 0.1279 71 416: 55%|#####4 | 28/51 [00:02<00:01, 13.11it/s]
88/99 0.457G 0.03623 0.0482 0.04347 0.1279 71 416: 59%|#####8 | 30/51 [00:02<00:01, 12.99it/s]
88/99 0.457G 0.03608 0.04848 0.04343 0.128 70 416: 59%|#####8 | 30/51 [00:02<00:01, 12.99it/s]
88/99 0.457G 0.03613 0.04819 0.0435 0.1278 60 416: 59%|#####8 | 30/51 [00:02<00:01, 12.99it/s]
88/99 0.457G 0.03613 0.04819 0.0435 0.1278 60 416: 63%|######2 | 32/51 [00:02<00:01, 13.33it/s]
88/99 0.457G 0.03608 0.04736 0.04358 0.127 28 416: 63%|######2 | 32/51 [00:02<00:01, 13.33it/s]
88/99 0.457G 0.03599 0.04758 0.04345 0.127 84 416: 63%|######2 | 32/51 [00:02<00:01, 13.33it/s]
88/99 0.457G 0.03599 0.04758 0.04345 0.127 84 416: 67%|######6 | 34/51 [00:02<00:01, 13.16it/s]
88/99 0.457G 0.03603 0.04766 0.04342 0.1271 64 416: 67%|######6 | 34/51 [00:02<00:01, 13.16it/s]
88/99 0.457G 0.03598 0.04792 0.04336 0.1273 98 416: 67%|######6 | 34/51 [00:02<00:01, 13.16it/s]
88/99 0.457G 0.03598 0.04792 0.04336 0.1273 98 416: 71%|####### | 36/51 [00:02<00:01, 13.41it/s]
88/99 0.457G 0.03607 0.04898 0.04352 0.1286 143 416: 71%|####### | 36/51 [00:02<00:01, 13.41it/s]
88/99 0.457G 0.03599 0.04909 0.04354 0.1286 67 416: 71%|####### | 36/51 [00:02<00:01, 13.41it/s]
88/99 0.457G 0.03599 0.04909 0.04354 0.1286 67 416: 75%|#######4 | 38/51 [00:02<00:00, 13.20it/s]
88/99 0.457G 0.03601 0.04875 0.04344 0.1282 65 416: 75%|#######4 | 38/51 [00:02<00:00, 13.20it/s]
88/99 0.457G 0.03604 0.04815 0.04349 0.1277 25 416: 75%|#######4 | 38/51 [00:03<00:00, 13.20it/s]
88/99 0.457G 0.03604 0.04815 0.04349 0.1277 25 416: 78%|#######8 | 40/51 [00:03<00:00, 13.48it/s]
88/99 0.457G 0.03604 0.04784 0.04348 0.1274 60 416: 78%|#######8 | 40/51 [00:03<00:00, 13.48it/s]
88/99 0.457G 0.03595 0.04822 0.04316 0.1273 131 416: 78%|#######8 | 40/51 [00:03<00:00, 13.48it/s]
88/99 0.457G 0.03595 0.04822 0.04316 0.1273 131 416: 82%|########2 | 42/51 [00:03<00:00, 13.25it/s]
88/99 0.457G 0.0359 0.04853 0.04311 0.1275 108 416: 82%|########2 | 42/51 [00:03<00:00, 13.25it/s]
88/99 0.457G 0.03583 0.0487 0.04305 0.1276 91 416: 82%|########2 | 42/51 [00:03<00:00, 13.25it/s]
88/99 0.457G 0.03583 0.0487 0.04305 0.1276 91 416: 86%|########6 | 44/51 [00:03<00:00, 13.10it/s]
88/99 0.457G 0.03587 0.0486 0.04305 0.1275 66 416: 86%|########6 | 44/51 [00:03<00:00, 13.10it/s]
88/99 0.457G 0.0359 0.04812 0.04312 0.1271 40 416: 86%|########6 | 44/51 [00:03<00:00, 13.10it/s]
88/99 0.457G 0.0359 0.04812 0.04312 0.1271 40 416: 90%|######### | 46/51 [00:03<00:00, 13.40it/s]
88/99 0.457G 0.03589 0.04819 0.04306 0.1271 88 416: 90%|######### | 46/51 [00:03<00:00, 13.40it/s]
88/99 0.457G 0.03573 0.04798 0.04306 0.1268 64 416: 90%|######### | 46/51 [00:03<00:00, 13.40it/s]
88/99 0.457G 0.03573 0.04798 0.04306 0.1268 64 416: 94%|#########4| 48/51 [00:03<00:00, 13.62it/s]
88/99 0.457G 0.03548 0.04754 0.04285 0.1259 45 416: 94%|#########4| 48/51 [00:03<00:00, 13.62it/s]
88/99 0.457G 0.03544 0.04762 0.04287 0.1259 87 416: 94%|#########4| 48/51 [00:03<00:00, 13.62it/s]
88/99 0.457G 0.03544 0.04762 0.04287 0.1259 87 416: 98%|#########8| 50/51 [00:03<00:00, 13.74it/s]
88/99 0.457G 0.03535 0.04689 0.04276 0.125 2 416: 98%|#########8| 50/51 [00:03<00:00, 13.74it/s]
88/99 0.457G 0.03535 0.04689 0.04276 0.125 2 416: 100%|##########| 51/51 [00:03<00:00, 13.31it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 8.79it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.60it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.16it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.92it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.43it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
89/99 0.457G 0.02285 0.03846 0.03061 0.09192 69 416: 0%| | 0/51 [00:00<?, ?it/s]
89/99 0.457G 0.02913 0.03866 0.03701 0.1048 56 416: 0%| | 0/51 [00:00<?, ?it/s]
89/99 0.457G 0.02913 0.03866 0.03701 0.1048 56 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
89/99 0.457G 0.031 0.03228 0.03917 0.1025 23 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
89/99 0.457G 0.03487 0.03443 0.04046 0.1098 74 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
89/99 0.457G 0.03487 0.03443 0.04046 0.1098 74 416: 8%|7 | 4/51 [00:00<00:03, 14.17it/s]
89/99 0.457G 0.03632 0.03633 0.04225 0.1149 72 416: 8%|7 | 4/51 [00:00<00:03, 14.17it/s]
89/99 0.457G 0.03495 0.03803 0.04026 0.1132 88 416: 8%|7 | 4/51 [00:00<00:03, 14.17it/s]
89/99 0.457G 0.03495 0.03803 0.04026 0.1132 88 416: 12%|#1 | 6/51 [00:00<00:03, 13.36it/s]
89/99 0.457G 0.03455 0.04226 0.0403 0.1171 104 416: 12%|#1 | 6/51 [00:00<00:03, 13.36it/s]
89/99 0.457G 0.03601 0.0455 0.04085 0.1224 123 416: 12%|#1 | 6/51 [00:00<00:03, 13.36it/s]
89/99 0.457G 0.03601 0.0455 0.04085 0.1224 123 416: 16%|#5 | 8/51 [00:00<00:03, 13.12it/s]
89/99 0.457G 0.03516 0.04287 0.04042 0.1185 28 416: 16%|#5 | 8/51 [00:00<00:03, 13.12it/s]
89/99 0.457G 0.0352 0.04326 0.04101 0.1195 69 416: 16%|#5 | 8/51 [00:00<00:03, 13.12it/s]
89/99 0.457G 0.0352 0.04326 0.04101 0.1195 69 416: 20%|#9 | 10/51 [00:00<00:03, 13.49it/s]
89/99 0.457G 0.03542 0.04789 0.04184 0.1251 168 416: 20%|#9 | 10/51 [00:00<00:03, 13.49it/s]
89/99 0.457G 0.0343 0.04737 0.04108 0.1228 72 416: 20%|#9 | 10/51 [00:00<00:03, 13.49it/s]
89/99 0.457G 0.0343 0.04737 0.04108 0.1228 72 416: 24%|##3 | 12/51 [00:00<00:02, 13.67it/s]
89/99 0.457G 0.03421 0.04799 0.0411 0.1233 72 416: 24%|##3 | 12/51 [00:00<00:02, 13.67it/s]
89/99 0.457G 0.03415 0.04832 0.04102 0.1235 81 416: 24%|##3 | 12/51 [00:01<00:02, 13.67it/s]
89/99 0.457G 0.03415 0.04832 0.04102 0.1235 81 416: 27%|##7 | 14/51 [00:01<00:02, 13.84it/s]
89/99 0.457G 0.03454 0.04824 0.04131 0.1241 70 416: 27%|##7 | 14/51 [00:01<00:02, 13.84it/s]
89/99 0.457G 0.03506 0.04923 0.04133 0.1256 125 416: 27%|##7 | 14/51 [00:01<00:02, 13.84it/s]
89/99 0.457G 0.03506 0.04923 0.04133 0.1256 125 416: 31%|###1 | 16/51 [00:01<00:02, 13.11it/s]
89/99 0.457G 0.03568 0.04932 0.04184 0.1268 99 416: 31%|###1 | 16/51 [00:01<00:02, 13.11it/s]
89/99 0.457G 0.0355 0.04829 0.04208 0.1259 52 416: 31%|###1 | 16/51 [00:01<00:02, 13.11it/s]
89/99 0.457G 0.0355 0.04829 0.04208 0.1259 52 416: 35%|###5 | 18/51 [00:01<00:02, 13.24it/s]
89/99 0.457G 0.0354 0.04802 0.04237 0.1258 73 416: 35%|###5 | 18/51 [00:01<00:02, 13.24it/s]
89/99 0.457G 0.03538 0.05043 0.04216 0.128 171 416: 35%|###5 | 18/51 [00:01<00:02, 13.24it/s]
89/99 0.457G 0.03538 0.05043 0.04216 0.128 171 416: 39%|###9 | 20/51 [00:01<00:02, 13.25it/s]
89/99 0.457G 0.03517 0.0499 0.04208 0.1272 59 416: 39%|###9 | 20/51 [00:01<00:02, 13.25it/s]
89/99 0.457G 0.03522 0.04928 0.04238 0.1269 33 416: 39%|###9 | 20/51 [00:01<00:02, 13.25it/s]
89/99 0.457G 0.03522 0.04928 0.04238 0.1269 33 416: 43%|####3 | 22/51 [00:01<00:02, 12.69it/s]
89/99 0.457G 0.03539 0.04994 0.04251 0.1278 123 416: 43%|####3 | 22/51 [00:01<00:02, 12.69it/s]
89/99 0.457G 0.03542 0.04893 0.04239 0.1267 38 416: 43%|####3 | 22/51 [00:01<00:02, 12.69it/s]
89/99 0.457G 0.03542 0.04893 0.04239 0.1267 38 416: 47%|####7 | 24/51 [00:01<00:02, 13.08it/s]
89/99 0.457G 0.0355 0.04826 0.04244 0.1262 34 416: 47%|####7 | 24/51 [00:01<00:02, 13.08it/s]
89/99 0.457G 0.03549 0.04801 0.04242 0.1259 66 416: 47%|####7 | 24/51 [00:01<00:02, 13.08it/s]
89/99 0.457G 0.03549 0.04801 0.04242 0.1259 66 416: 51%|##### | 26/51 [00:01<00:01, 13.38it/s]
89/99 0.457G 0.0355 0.04837 0.04248 0.1263 79 416: 51%|##### | 26/51 [00:02<00:01, 13.38it/s]
89/99 0.457G 0.03531 0.04885 0.04239 0.1265 107 416: 51%|##### | 26/51 [00:02<00:01, 13.38it/s]
89/99 0.457G 0.03531 0.04885 0.04239 0.1265 107 416: 55%|#####4 | 28/51 [00:02<00:01, 13.61it/s]
89/99 0.457G 0.03544 0.04898 0.04259 0.127 103 416: 55%|#####4 | 28/51 [00:02<00:01, 13.61it/s]
89/99 0.457G 0.03539 0.04877 0.04259 0.1267 57 416: 55%|#####4 | 28/51 [00:02<00:01, 13.61it/s]
89/99 0.457G 0.03539 0.04877 0.04259 0.1267 57 416: 59%|#####8 | 30/51 [00:02<00:01, 13.43it/s]
89/99 0.457G 0.03565 0.04764 0.04291 0.1262 15 416: 59%|#####8 | 30/51 [00:02<00:01, 13.43it/s]
89/99 0.457G 0.03564 0.04751 0.04299 0.1261 80 416: 59%|#####8 | 30/51 [00:02<00:01, 13.43it/s]
89/99 0.457G 0.03564 0.04751 0.04299 0.1261 80 416: 63%|######2 | 32/51 [00:02<00:01, 14.00it/s]
89/99 0.457G 0.03551 0.04834 0.04294 0.1268 117 416: 63%|######2 | 32/51 [00:02<00:01, 14.00it/s]
89/99 0.457G 0.03536 0.04777 0.04286 0.126 47 416: 63%|######2 | 32/51 [00:02<00:01, 14.00it/s]
89/99 0.457G 0.03536 0.04777 0.04286 0.126 47 416: 67%|######6 | 34/51 [00:02<00:01, 13.60it/s]
89/99 0.457G 0.0354 0.04732 0.04269 0.1254 56 416: 67%|######6 | 34/51 [00:02<00:01, 13.60it/s]
89/99 0.457G 0.03518 0.04728 0.04233 0.1248 90 416: 67%|######6 | 34/51 [00:02<00:01, 13.60it/s]
89/99 0.457G 0.03518 0.04728 0.04233 0.1248 90 416: 71%|####### | 36/51 [00:02<00:01, 12.55it/s]
89/99 0.457G 0.03498 0.04655 0.0422 0.1237 32 416: 71%|####### | 36/51 [00:02<00:01, 12.55it/s]
89/99 0.457G 0.0352 0.04664 0.04234 0.1242 95 416: 71%|####### | 36/51 [00:02<00:01, 12.55it/s]
89/99 0.457G 0.0352 0.04664 0.04234 0.1242 95 416: 75%|#######4 | 38/51 [00:02<00:01, 11.10it/s]
89/99 0.457G 0.03494 0.04706 0.04197 0.124 105 416: 75%|#######4 | 38/51 [00:03<00:01, 11.10it/s]
89/99 0.457G 0.03479 0.04657 0.04218 0.1235 42 416: 75%|#######4 | 38/51 [00:03<00:01, 11.10it/s]
89/99 0.457G 0.03479 0.04657 0.04218 0.1235 42 416: 78%|#######8 | 40/51 [00:03<00:00, 11.55it/s]
89/99 0.457G 0.03462 0.04643 0.04208 0.1231 58 416: 78%|#######8 | 40/51 [00:03<00:00, 11.55it/s]
89/99 0.457G 0.03456 0.04648 0.04215 0.1232 72 416: 78%|#######8 | 40/51 [00:03<00:00, 11.55it/s]
89/99 0.457G 0.03456 0.04648 0.04215 0.1232 72 416: 82%|########2 | 42/51 [00:03<00:00, 12.19it/s]
89/99 0.457G 0.03455 0.04657 0.04216 0.1233 76 416: 82%|########2 | 42/51 [00:03<00:00, 12.19it/s]
89/99 0.457G 0.03471 0.0472 0.04223 0.1241 114 416: 82%|########2 | 42/51 [00:03<00:00, 12.19it/s]
89/99 0.457G 0.03471 0.0472 0.04223 0.1241 114 416: 86%|########6 | 44/51 [00:03<00:00, 12.39it/s]
89/99 0.457G 0.0346 0.0473 0.04228 0.1242 75 416: 86%|########6 | 44/51 [00:03<00:00, 12.39it/s]
89/99 0.457G 0.03458 0.04754 0.04217 0.1243 116 416: 86%|########6 | 44/51 [00:03<00:00, 12.39it/s]
89/99 0.457G 0.03458 0.04754 0.04217 0.1243 116 416: 90%|######### | 46/51 [00:03<00:00, 12.77it/s]
89/99 0.457G 0.03448 0.047 0.04205 0.1235 25 416: 90%|######### | 46/51 [00:03<00:00, 12.77it/s]
89/99 0.457G 0.03436 0.04663 0.04214 0.1231 39 416: 90%|######### | 46/51 [00:03<00:00, 12.77it/s]
89/99 0.457G 0.03436 0.04663 0.04214 0.1231 39 416: 94%|#########4| 48/51 [00:03<00:00, 12.87it/s]
89/99 0.457G 0.03428 0.04639 0.04214 0.1228 47 416: 94%|#########4| 48/51 [00:03<00:00, 12.87it/s]
89/99 0.457G 0.03437 0.0462 0.04216 0.1227 66 416: 94%|#########4| 48/51 [00:03<00:00, 12.87it/s]
89/99 0.457G 0.03437 0.0462 0.04216 0.1227 66 416: 98%|#########8| 50/51 [00:03<00:00, 13.05it/s]
89/99 0.457G 0.0343 0.04581 0.04215 0.1223 8 416: 98%|#########8| 50/51 [00:03<00:00, 13.05it/s]
89/99 0.457G 0.0343 0.04581 0.04215 0.1223 8 416: 100%|##########| 51/51 [00:03<00:00, 13.02it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 25%|##5 | 2/8 [00:00<00:00, 11.58it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 11.00it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 10.82it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.40it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 11.86it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
90/99 0.457G 0.03759 0.02053 0.04741 0.1055 29 416: 0%| | 0/51 [00:00<?, ?it/s]
90/99 0.457G 0.04184 0.03517 0.04446 0.1215 93 416: 0%| | 0/51 [00:00<?, ?it/s]
90/99 0.457G 0.04184 0.03517 0.04446 0.1215 93 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
90/99 0.457G 0.03743 0.04405 0.04015 0.1216 117 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
90/99 0.457G 0.03526 0.04025 0.04019 0.1157 42 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
90/99 0.457G 0.03526 0.04025 0.04019 0.1157 42 416: 8%|7 | 4/51 [00:00<00:03, 12.53it/s]
90/99 0.457G 0.03479 0.04529 0.04103 0.1211 107 416: 8%|7 | 4/51 [00:00<00:03, 12.53it/s]
90/99 0.457G 0.03511 0.04301 0.04152 0.1196 49 416: 8%|7 | 4/51 [00:00<00:03, 12.53it/s]
90/99 0.457G 0.03511 0.04301 0.04152 0.1196 49 416: 12%|#1 | 6/51 [00:00<00:03, 13.23it/s]
90/99 0.457G 0.03554 0.04593 0.04217 0.1236 104 416: 12%|#1 | 6/51 [00:00<00:03, 13.23it/s]
90/99 0.457G 0.03487 0.04401 0.04238 0.1213 41 416: 12%|#1 | 6/51 [00:00<00:03, 13.23it/s]
90/99 0.457G 0.03487 0.04401 0.04238 0.1213 41 416: 16%|#5 | 8/51 [00:00<00:03, 13.53it/s]
90/99 0.457G 0.03557 0.04419 0.04251 0.1223 77 416: 16%|#5 | 8/51 [00:00<00:03, 13.53it/s]
90/99 0.457G 0.03507 0.04395 0.04253 0.1215 52 416: 16%|#5 | 8/51 [00:00<00:03, 13.53it/s]
90/99 0.457G 0.03507 0.04395 0.04253 0.1215 52 416: 20%|#9 | 10/51 [00:00<00:02, 13.76it/s]
90/99 0.457G 0.03513 0.04416 0.0424 0.1217 59 416: 20%|#9 | 10/51 [00:00<00:02, 13.76it/s]
90/99 0.457G 0.03463 0.04407 0.04278 0.1215 55 416: 20%|#9 | 10/51 [00:00<00:02, 13.76it/s]
90/99 0.457G 0.03463 0.04407 0.04278 0.1215 55 416: 24%|##3 | 12/51 [00:00<00:03, 12.93it/s]
90/99 0.457G 0.03487 0.04356 0.04315 0.1216 53 416: 24%|##3 | 12/51 [00:00<00:03, 12.93it/s]
90/99 0.457G 0.035 0.04324 0.04332 0.1216 41 416: 24%|##3 | 12/51 [00:01<00:03, 12.93it/s]
90/99 0.457G 0.035 0.04324 0.04332 0.1216 41 416: 27%|##7 | 14/51 [00:01<00:02, 13.32it/s]
90/99 0.457G 0.03479 0.04443 0.043 0.1222 110 416: 27%|##7 | 14/51 [00:01<00:02, 13.32it/s]
90/99 0.457G 0.03519 0.04551 0.04338 0.1241 109 416: 27%|##7 | 14/51 [00:01<00:02, 13.32it/s]
90/99 0.457G 0.03519 0.04551 0.04338 0.1241 109 416: 31%|###1 | 16/51 [00:01<00:02, 13.57it/s]
90/99 0.457G 0.03516 0.0468 0.04351 0.1255 89 416: 31%|###1 | 16/51 [00:01<00:02, 13.57it/s]
90/99 0.457G 0.03529 0.04679 0.04345 0.1255 63 416: 31%|###1 | 16/51 [00:01<00:02, 13.57it/s]
90/99 0.457G 0.03529 0.04679 0.04345 0.1255 63 416: 35%|###5 | 18/51 [00:01<00:02, 13.76it/s]
90/99 0.457G 0.03572 0.04597 0.04376 0.1255 55 416: 35%|###5 | 18/51 [00:01<00:02, 13.76it/s]
90/99 0.457G 0.03542 0.04518 0.04393 0.1245 50 416: 35%|###5 | 18/51 [00:01<00:02, 13.76it/s]
90/99 0.457G 0.03542 0.04518 0.04393 0.1245 50 416: 39%|###9 | 20/51 [00:01<00:02, 12.82it/s]
90/99 0.457G 0.03554 0.04422 0.04382 0.1236 37 416: 39%|###9 | 20/51 [00:01<00:02, 12.82it/s]
90/99 0.457G 0.03563 0.04524 0.04331 0.1242 124 416: 39%|###9 | 20/51 [00:01<00:02, 12.82it/s]
90/99 0.457G 0.03563 0.04524 0.04331 0.1242 124 416: 43%|####3 | 22/51 [00:01<00:02, 13.22it/s]
90/99 0.457G 0.03573 0.04606 0.04339 0.1252 91 416: 43%|####3 | 22/51 [00:01<00:02, 13.22it/s]
90/99 0.457G 0.03538 0.04505 0.04332 0.1237 27 416: 43%|####3 | 22/51 [00:01<00:02, 13.22it/s]
90/99 0.457G 0.03538 0.04505 0.04332 0.1237 27 416: 47%|####7 | 24/51 [00:01<00:02, 13.49it/s]
90/99 0.457G 0.0356 0.04426 0.04362 0.1235 30 416: 47%|####7 | 24/51 [00:01<00:02, 13.49it/s]
90/99 0.457G 0.03566 0.04407 0.04347 0.1232 54 416: 47%|####7 | 24/51 [00:01<00:02, 13.49it/s]
90/99 0.457G 0.03566 0.04407 0.04347 0.1232 54 416: 51%|##### | 26/51 [00:01<00:01, 13.24it/s]
90/99 0.457G 0.03558 0.04416 0.04345 0.1232 66 416: 51%|##### | 26/51 [00:02<00:01, 13.24it/s]
90/99 0.457G 0.03573 0.04441 0.04361 0.1237 91 416: 51%|##### | 26/51 [00:02<00:01, 13.24it/s]
90/99 0.457G 0.03573 0.04441 0.04361 0.1237 91 416: 55%|#####4 | 28/51 [00:02<00:01, 13.50it/s]
90/99 0.457G 0.03561 0.04401 0.04363 0.1232 48 416: 55%|#####4 | 28/51 [00:02<00:01, 13.50it/s]
90/99 0.457G 0.03559 0.04365 0.0432 0.1224 51 416: 55%|#####4 | 28/51 [00:02<00:01, 13.50it/s]
90/99 0.457G 0.03559 0.04365 0.0432 0.1224 51 416: 59%|#####8 | 30/51 [00:02<00:01, 13.70it/s]
90/99 0.457G 0.03568 0.04358 0.04325 0.1225 58 416: 59%|#####8 | 30/51 [00:02<00:01, 13.70it/s]
90/99 0.457G 0.03561 0.04298 0.04322 0.1218 24 416: 59%|#####8 | 30/51 [00:02<00:01, 13.70it/s]
90/99 0.457G 0.03561 0.04298 0.04322 0.1218 24 416: 63%|######2 | 32/51 [00:02<00:01, 13.74it/s]
90/99 0.457G 0.03572 0.04394 0.04323 0.1229 141 416: 63%|######2 | 32/51 [00:02<00:01, 13.74it/s]
90/99 0.457G 0.03573 0.04355 0.04312 0.1224 38 416: 63%|######2 | 32/51 [00:02<00:01, 13.74it/s]
90/99 0.457G 0.03573 0.04355 0.04312 0.1224 38 416: 67%|######6 | 34/51 [00:02<00:01, 13.86it/s]
90/99 0.457G 0.03589 0.04386 0.04319 0.1229 90 416: 67%|######6 | 34/51 [00:02<00:01, 13.86it/s]
90/99 0.457G 0.03597 0.04396 0.04335 0.1233 72 416: 67%|######6 | 34/51 [00:02<00:01, 13.86it/s]
90/99 0.457G 0.03597 0.04396 0.04335 0.1233 72 416: 71%|####### | 36/51 [00:02<00:01, 13.09it/s]
90/99 0.457G 0.03609 0.04382 0.04345 0.1234 63 416: 71%|####### | 36/51 [00:02<00:01, 13.09it/s]
90/99 0.457G 0.03621 0.04373 0.04344 0.1234 67 416: 71%|####### | 36/51 [00:02<00:01, 13.09it/s]
90/99 0.457G 0.03621 0.04373 0.04344 0.1234 67 416: 75%|#######4 | 38/51 [00:02<00:00, 13.40it/s]
90/99 0.457G 0.03632 0.04383 0.04351 0.1237 92 416: 75%|#######4 | 38/51 [00:02<00:00, 13.40it/s]
90/99 0.457G 0.03659 0.04339 0.04362 0.1236 37 416: 75%|#######4 | 38/51 [00:02<00:00, 13.40it/s]
90/99 0.457G 0.03659 0.04339 0.04362 0.1236 37 416: 78%|#######8 | 40/51 [00:02<00:00, 13.16it/s]
90/99 0.457G 0.03656 0.04343 0.04365 0.1236 84 416: 78%|#######8 | 40/51 [00:03<00:00, 13.16it/s]
90/99 0.457G 0.03666 0.04346 0.04367 0.1238 71 416: 78%|#######8 | 40/51 [00:03<00:00, 13.16it/s]
90/99 0.457G 0.03666 0.04346 0.04367 0.1238 71 416: 82%|########2 | 42/51 [00:03<00:00, 13.45it/s]
90/99 0.457G 0.03656 0.04346 0.04375 0.1238 68 416: 82%|########2 | 42/51 [00:03<00:00, 13.45it/s]
90/99 0.457G 0.0367 0.0444 0.04368 0.1248 139 416: 82%|########2 | 42/51 [00:03<00:00, 13.45it/s]
90/99 0.457G 0.0367 0.0444 0.04368 0.1248 139 416: 86%|########6 | 44/51 [00:03<00:00, 13.66it/s]
90/99 0.457G 0.03664 0.04387 0.04365 0.1242 27 416: 86%|########6 | 44/51 [00:03<00:00, 13.66it/s]
90/99 0.457G 0.03669 0.0436 0.0438 0.1241 54 416: 86%|########6 | 44/51 [00:03<00:00, 13.66it/s]
90/99 0.457G 0.03669 0.0436 0.0438 0.1241 54 416: 90%|######### | 46/51 [00:03<00:00, 13.80it/s]
90/99 0.457G 0.03666 0.04361 0.04376 0.124 72 416: 90%|######### | 46/51 [00:03<00:00, 13.80it/s]
90/99 0.457G 0.03658 0.04323 0.0439 0.1237 32 416: 90%|######### | 46/51 [00:03<00:00, 13.80it/s]
90/99 0.457G 0.03658 0.04323 0.0439 0.1237 32 416: 94%|#########4| 48/51 [00:03<00:00, 13.91it/s]
90/99 0.457G 0.03669 0.04329 0.04389 0.1239 81 416: 94%|#########4| 48/51 [00:03<00:00, 13.91it/s]
90/99 0.457G 0.03671 0.04335 0.04387 0.1239 60 416: 94%|#########4| 48/51 [00:03<00:00, 13.91it/s]
90/99 0.457G 0.03671 0.04335 0.04387 0.1239 60 416: 98%|#########8| 50/51 [00:03<00:00, 13.98it/s]
90/99 0.457G 0.03678 0.04502 0.0439 0.1257 37 416: 98%|#########8| 50/51 [00:03<00:00, 13.98it/s]
90/99 0.457G 0.03678 0.04502 0.0439 0.1257 37 416: 100%|##########| 51/51 [00:03<00:00, 13.44it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 8.86it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.32it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.01it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.31it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.63it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
91/99 0.457G 0.02717 0.02141 0.04037 0.08894 32 416: 0%| | 0/51 [00:00<?, ?it/s]
91/99 0.457G 0.03015 0.02397 0.04011 0.09423 29 416: 0%| | 0/51 [00:00<?, ?it/s]
91/99 0.457G 0.03015 0.02397 0.04011 0.09423 29 416: 4%|3 | 2/51 [00:00<00:03, 14.19it/s]
91/99 0.457G 0.03135 0.03026 0.04199 0.1036 55 416: 4%|3 | 2/51 [00:00<00:03, 14.19it/s]
91/99 0.457G 0.03388 0.02876 0.041 0.1036 29 416: 4%|3 | 2/51 [00:00<00:03, 14.19it/s]
91/99 0.457G 0.03388 0.02876 0.041 0.1036 29 416: 8%|7 | 4/51 [00:00<00:03, 14.10it/s]
91/99 0.457G 0.03405 0.02891 0.04188 0.1048 41 416: 8%|7 | 4/51 [00:00<00:03, 14.10it/s]
91/99 0.457G 0.034 0.03255 0.04224 0.1088 76 416: 8%|7 | 4/51 [00:00<00:03, 14.10it/s]
91/99 0.457G 0.034 0.03255 0.04224 0.1088 76 416: 12%|#1 | 6/51 [00:00<00:03, 13.44it/s]
91/99 0.457G 0.03391 0.03213 0.04221 0.1083 34 416: 12%|#1 | 6/51 [00:00<00:03, 13.44it/s]
91/99 0.457G 0.03331 0.03332 0.04271 0.1093 61 416: 12%|#1 | 6/51 [00:00<00:03, 13.44it/s]
91/99 0.457G 0.03331 0.03332 0.04271 0.1093 61 416: 16%|#5 | 8/51 [00:00<00:03, 13.73it/s]
91/99 0.457G 0.03459 0.03301 0.04254 0.1101 51 416: 16%|#5 | 8/51 [00:00<00:03, 13.73it/s]
91/99 0.457G 0.03412 0.03227 0.04276 0.1092 36 416: 16%|#5 | 8/51 [00:00<00:03, 13.73it/s]
91/99 0.457G 0.03412 0.03227 0.04276 0.1092 36 416: 20%|#9 | 10/51 [00:00<00:02, 13.87it/s]
91/99 0.457G 0.03377 0.03248 0.04221 0.1085 55 416: 20%|#9 | 10/51 [00:00<00:02, 13.87it/s]
91/99 0.457G 0.0334 0.03432 0.04249 0.1102 88 416: 20%|#9 | 10/51 [00:00<00:02, 13.87it/s]
91/99 0.457G 0.0334 0.03432 0.04249 0.1102 88 416: 24%|##3 | 12/51 [00:00<00:02, 13.70it/s]
91/99 0.457G 0.03333 0.03581 0.04271 0.1119 72 416: 24%|##3 | 12/51 [00:00<00:02, 13.70it/s]
91/99 0.457G 0.03341 0.03699 0.04296 0.1134 76 416: 24%|##3 | 12/51 [00:01<00:02, 13.70it/s]
91/99 0.457G 0.03341 0.03699 0.04296 0.1134 76 416: 27%|##7 | 14/51 [00:01<00:02, 13.84it/s]
91/99 0.457G 0.03372 0.03885 0.04296 0.1155 108 416: 27%|##7 | 14/51 [00:01<00:02, 13.84it/s]
91/99 0.457G 0.0339 0.03808 0.04307 0.1151 39 416: 27%|##7 | 14/51 [00:01<00:02, 13.84it/s]
91/99 0.457G 0.0339 0.03808 0.04307 0.1151 39 416: 31%|###1 | 16/51 [00:01<00:02, 12.62it/s]
91/99 0.457G 0.03447 0.03921 0.04294 0.1166 102 416: 31%|###1 | 16/51 [00:01<00:02, 12.62it/s]
91/99 0.457G 0.03415 0.03945 0.04284 0.1164 60 416: 31%|###1 | 16/51 [00:01<00:02, 12.62it/s]
91/99 0.457G 0.03415 0.03945 0.04284 0.1164 60 416: 35%|###5 | 18/51 [00:01<00:02, 13.01it/s]
91/99 0.457G 0.03387 0.03905 0.0427 0.1156 56 416: 35%|###5 | 18/51 [00:01<00:02, 13.01it/s]
91/99 0.457G 0.0338 0.0387 0.04269 0.1152 56 416: 35%|###5 | 18/51 [00:01<00:02, 13.01it/s]
91/99 0.457G 0.0338 0.0387 0.04269 0.1152 56 416: 39%|###9 | 20/51 [00:01<00:02, 13.35it/s]
91/99 0.457G 0.03377 0.03982 0.04281 0.1164 85 416: 39%|###9 | 20/51 [00:01<00:02, 13.35it/s]
91/99 0.457G 0.03361 0.03942 0.0422 0.1152 62 416: 39%|###9 | 20/51 [00:01<00:02, 13.35it/s]
91/99 0.457G 0.03361 0.03942 0.0422 0.1152 62 416: 43%|####3 | 22/51 [00:01<00:02, 14.04it/s]
91/99 0.457G 0.03382 0.03934 0.04233 0.1155 62 416: 43%|####3 | 22/51 [00:01<00:02, 14.04it/s]
91/99 0.457G 0.03411 0.0399 0.04272 0.1167 105 416: 43%|####3 | 22/51 [00:01<00:02, 14.04it/s]
91/99 0.457G 0.03411 0.0399 0.04272 0.1167 105 416: 47%|####7 | 24/51 [00:01<00:01, 13.63it/s]
91/99 0.457G 0.03406 0.0399 0.04278 0.1167 45 416: 47%|####7 | 24/51 [00:01<00:01, 13.63it/s]
91/99 0.457G 0.03427 0.03956 0.04273 0.1165 48 416: 47%|####7 | 24/51 [00:01<00:01, 13.63it/s]
91/99 0.457G 0.03427 0.03956 0.04273 0.1165 48 416: 51%|##### | 26/51 [00:01<00:01, 13.78it/s]
91/99 0.457G 0.03442 0.03963 0.04263 0.1167 67 416: 51%|##### | 26/51 [00:01<00:01, 13.78it/s]
91/99 0.457G 0.03381 0.03959 0.04213 0.1155 62 416: 51%|##### | 26/51 [00:02<00:01, 13.78it/s]
91/99 0.457G 0.03381 0.03959 0.04213 0.1155 62 416: 55%|#####4 | 28/51 [00:02<00:01, 13.90it/s]
91/99 0.457G 0.03421 0.04043 0.04223 0.1169 116 416: 55%|#####4 | 28/51 [00:02<00:01, 13.90it/s]
91/99 0.457G 0.03434 0.04076 0.04224 0.1173 88 416: 55%|#####4 | 28/51 [00:02<00:01, 13.90it/s]
91/99 0.457G 0.03434 0.04076 0.04224 0.1173 88 416: 59%|#####8 | 30/51 [00:02<00:01, 13.65it/s]
91/99 0.457G 0.03436 0.04131 0.04229 0.118 91 416: 59%|#####8 | 30/51 [00:02<00:01, 13.65it/s]
91/99 0.457G 0.03425 0.04184 0.04228 0.1184 77 416: 59%|#####8 | 30/51 [00:02<00:01, 13.65it/s]
91/99 0.457G 0.03425 0.04184 0.04228 0.1184 77 416: 63%|######2 | 32/51 [00:02<00:01, 12.16it/s]
91/99 0.457G 0.03416 0.04166 0.04214 0.118 45 416: 63%|######2 | 32/51 [00:02<00:01, 12.16it/s]
91/99 0.457G 0.03422 0.04214 0.04218 0.1185 82 416: 63%|######2 | 32/51 [00:02<00:01, 12.16it/s]
91/99 0.457G 0.03422 0.04214 0.04218 0.1185 82 416: 67%|######6 | 34/51 [00:02<00:01, 12.68it/s]
91/99 0.457G 0.03425 0.04228 0.04222 0.1188 63 416: 67%|######6 | 34/51 [00:02<00:01, 12.68it/s]
91/99 0.457G 0.0341 0.04273 0.04226 0.1191 87 416: 67%|######6 | 34/51 [00:02<00:01, 12.68it/s]
91/99 0.457G 0.0341 0.04273 0.04226 0.1191 87 416: 71%|####### | 36/51 [00:02<00:01, 12.70it/s]
91/99 0.457G 0.03416 0.04454 0.04232 0.121 181 416: 71%|####### | 36/51 [00:02<00:01, 12.70it/s]
91/99 0.457G 0.03426 0.04508 0.04243 0.1218 74 416: 71%|####### | 36/51 [00:02<00:01, 12.70it/s]
91/99 0.457G 0.03426 0.04508 0.04243 0.1218 74 416: 75%|#######4 | 38/51 [00:02<00:00, 13.11it/s]
91/99 0.457G 0.03435 0.04461 0.04244 0.1214 32 416: 75%|#######4 | 38/51 [00:02<00:00, 13.11it/s]
91/99 0.457G 0.03437 0.04464 0.04252 0.1215 71 416: 75%|#######4 | 38/51 [00:03<00:00, 13.11it/s]
91/99 0.457G 0.03437 0.04464 0.04252 0.1215 71 416: 78%|#######8 | 40/51 [00:03<00:00, 13.00it/s]
91/99 0.457G 0.03412 0.0441 0.04233 0.1205 25 416: 78%|#######8 | 40/51 [00:03<00:00, 13.00it/s]
91/99 0.457G 0.03423 0.04349 0.04221 0.1199 23 416: 78%|#######8 | 40/51 [00:03<00:00, 13.00it/s]
91/99 0.457G 0.03423 0.04349 0.04221 0.1199 23 416: 82%|########2 | 42/51 [00:03<00:00, 13.33it/s]
91/99 0.457G 0.0342 0.04344 0.04214 0.1198 71 416: 82%|########2 | 42/51 [00:03<00:00, 13.33it/s]
91/99 0.457G 0.03425 0.04355 0.04221 0.12 49 416: 82%|########2 | 42/51 [00:03<00:00, 13.33it/s]
91/99 0.457G 0.03425 0.04355 0.04221 0.12 49 416: 86%|########6 | 44/51 [00:03<00:00, 13.11it/s]
91/99 0.457G 0.03435 0.04349 0.04233 0.1202 59 416: 86%|########6 | 44/51 [00:03<00:00, 13.11it/s]
91/99 0.457G 0.03434 0.04383 0.04224 0.1204 85 416: 86%|########6 | 44/51 [00:03<00:00, 13.11it/s]
91/99 0.457G 0.03434 0.04383 0.04224 0.1204 85 416: 90%|######### | 46/51 [00:03<00:00, 13.01it/s]
91/99 0.457G 0.03436 0.04439 0.04227 0.121 96 416: 90%|######### | 46/51 [00:03<00:00, 13.01it/s]
91/99 0.457G 0.03451 0.04428 0.04231 0.1211 66 416: 90%|######### | 46/51 [00:03<00:00, 13.01it/s]
91/99 0.457G 0.03451 0.04428 0.04231 0.1211 66 416: 94%|#########4| 48/51 [00:03<00:00, 11.33it/s]
91/99 0.457G 0.03436 0.0439 0.04232 0.1206 33 416: 94%|#########4| 48/51 [00:03<00:00, 11.33it/s]
91/99 0.457G 0.03443 0.04355 0.0423 0.1203 37 416: 94%|#########4| 48/51 [00:03<00:00, 11.33it/s]
91/99 0.457G 0.03443 0.04355 0.0423 0.1203 37 416: 98%|#########8| 50/51 [00:03<00:00, 11.73it/s]
91/99 0.457G 0.03452 0.04281 0.04278 0.1201 1 416: 98%|#########8| 50/51 [00:03<00:00, 11.73it/s]
91/99 0.457G 0.03452 0.04281 0.04278 0.1201 1 416: 100%|##########| 51/51 [00:03<00:00, 12.99it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 10.75it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.70it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.65it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.04it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
92/99 0.457G 0.03405 0.03528 0.04135 0.1107 63 416: 0%| | 0/51 [00:00<?, ?it/s]
92/99 0.457G 0.03833 0.05166 0.04342 0.1334 111 416: 0%| | 0/51 [00:00<?, ?it/s]
92/99 0.457G 0.03833 0.05166 0.04342 0.1334 111 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
92/99 0.457G 0.03458 0.04938 0.03984 0.1238 86 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
92/99 0.457G 0.03709 0.04068 0.04178 0.1196 12 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
92/99 0.457G 0.03709 0.04068 0.04178 0.1196 12 416: 8%|7 | 4/51 [00:00<00:03, 14.16it/s]
92/99 0.457G 0.03747 0.04264 0.04241 0.1225 88 416: 8%|7 | 4/51 [00:00<00:03, 14.16it/s]
92/99 0.457G 0.03767 0.04513 0.04283 0.1256 100 416: 8%|7 | 4/51 [00:00<00:03, 14.16it/s]
92/99 0.457G 0.03767 0.04513 0.04283 0.1256 100 416: 12%|#1 | 6/51 [00:00<00:03, 14.10it/s]
92/99 0.457G 0.03654 0.04463 0.04226 0.1234 52 416: 12%|#1 | 6/51 [00:00<00:03, 14.10it/s]
92/99 0.457G 0.03657 0.04319 0.04158 0.1213 54 416: 12%|#1 | 6/51 [00:00<00:03, 14.10it/s]
92/99 0.457G 0.03657 0.04319 0.04158 0.1213 54 416: 16%|#5 | 8/51 [00:00<00:03, 14.11it/s]
92/99 0.457G 0.03695 0.04352 0.04213 0.1226 69 416: 16%|#5 | 8/51 [00:00<00:03, 14.11it/s]
92/99 0.457G 0.03696 0.04496 0.04244 0.1244 82 416: 16%|#5 | 8/51 [00:00<00:03, 14.11it/s]
92/99 0.457G 0.03696 0.04496 0.04244 0.1244 82 416: 20%|#9 | 10/51 [00:00<00:03, 13.48it/s]
92/99 0.457G 0.0368 0.04597 0.04242 0.1252 68 416: 20%|#9 | 10/51 [00:00<00:03, 13.48it/s]
92/99 0.457G 0.03715 0.04527 0.04294 0.1254 59 416: 20%|#9 | 10/51 [00:00<00:03, 13.48it/s]
92/99 0.457G 0.03715 0.04527 0.04294 0.1254 59 416: 24%|##3 | 12/51 [00:00<00:02, 13.70it/s]
92/99 0.457G 0.03708 0.04498 0.04319 0.1252 73 416: 24%|##3 | 12/51 [00:00<00:02, 13.70it/s]
92/99 0.457G 0.03707 0.04429 0.04321 0.1246 65 416: 24%|##3 | 12/51 [00:01<00:02, 13.70it/s]
92/99 0.457G 0.03707 0.04429 0.04321 0.1246 65 416: 27%|##7 | 14/51 [00:01<00:02, 12.55it/s]
92/99 0.457G 0.03622 0.0434 0.04239 0.122 48 416: 27%|##7 | 14/51 [00:01<00:02, 12.55it/s]
92/99 0.457G 0.03584 0.04283 0.04273 0.1214 53 416: 27%|##7 | 14/51 [00:01<00:02, 12.55it/s]
92/99 0.457G 0.03584 0.04283 0.04273 0.1214 53 416: 31%|###1 | 16/51 [00:01<00:02, 13.15it/s]
92/99 0.457G 0.03619 0.04396 0.04284 0.123 108 416: 31%|###1 | 16/51 [00:01<00:02, 13.15it/s]
92/99 0.457G 0.03607 0.04488 0.04275 0.1237 69 416: 31%|###1 | 16/51 [00:01<00:02, 13.15it/s]
92/99 0.457G 0.03607 0.04488 0.04275 0.1237 69 416: 35%|###5 | 18/51 [00:01<00:02, 13.46it/s]
92/99 0.457G 0.03526 0.04344 0.04195 0.1206 32 416: 35%|###5 | 18/51 [00:01<00:02, 13.46it/s]
92/99 0.457G 0.03508 0.04426 0.04188 0.1212 91 416: 35%|###5 | 18/51 [00:01<00:02, 13.46it/s]
92/99 0.457G 0.03508 0.04426 0.04188 0.1212 91 416: 39%|###9 | 20/51 [00:01<00:02, 13.62it/s]
92/99 0.457G 0.03498 0.04428 0.042 0.1213 79 416: 39%|###9 | 20/51 [00:01<00:02, 13.62it/s]
92/99 0.457G 0.03466 0.04399 0.04209 0.1207 59 416: 39%|###9 | 20/51 [00:01<00:02, 13.62it/s]
92/99 0.457G 0.03466 0.04399 0.04209 0.1207 59 416: 43%|####3 | 22/51 [00:01<00:02, 13.79it/s]
92/99 0.457G 0.03454 0.04439 0.042 0.1209 102 416: 43%|####3 | 22/51 [00:01<00:02, 13.79it/s]
92/99 0.457G 0.03434 0.04407 0.04204 0.1205 59 416: 43%|####3 | 22/51 [00:01<00:02, 13.79it/s]
92/99 0.457G 0.03434 0.04407 0.04204 0.1205 59 416: 47%|####7 | 24/51 [00:01<00:02, 13.45it/s]
92/99 0.457G 0.03445 0.04419 0.04209 0.1207 68 416: 47%|####7 | 24/51 [00:01<00:02, 13.45it/s]
92/99 0.457G 0.03464 0.04462 0.04215 0.1214 72 416: 47%|####7 | 24/51 [00:01<00:02, 13.45it/s]
92/99 0.457G 0.03464 0.04462 0.04215 0.1214 72 416: 51%|##### | 26/51 [00:01<00:01, 13.66it/s]
92/99 0.457G 0.03443 0.04462 0.04163 0.1207 83 416: 51%|##### | 26/51 [00:01<00:01, 13.66it/s]
92/99 0.457G 0.03449 0.04433 0.04173 0.1206 39 416: 51%|##### | 26/51 [00:02<00:01, 13.66it/s]
92/99 0.457G 0.03449 0.04433 0.04173 0.1206 39 416: 55%|#####4 | 28/51 [00:02<00:01, 13.77it/s]
92/99 0.457G 0.03432 0.04568 0.04173 0.1217 128 416: 55%|#####4 | 28/51 [00:02<00:01, 13.77it/s]
92/99 0.457G 0.03494 0.04693 0.04196 0.1238 157 416: 55%|#####4 | 28/51 [00:02<00:01, 13.77it/s]
92/99 0.457G 0.03494 0.04693 0.04196 0.1238 157 416: 59%|#####8 | 30/51 [00:02<00:01, 13.07it/s]
92/99 0.457G 0.03521 0.04665 0.04221 0.1241 46 416: 59%|#####8 | 30/51 [00:02<00:01, 13.07it/s]
92/99 0.457G 0.03531 0.04687 0.04223 0.1244 105 416: 59%|#####8 | 30/51 [00:02<00:01, 13.07it/s]
92/99 0.457G 0.03531 0.04687 0.04223 0.1244 105 416: 63%|######2 | 32/51 [00:02<00:01, 13.34it/s]
92/99 0.457G 0.03509 0.0469 0.04208 0.1241 70 416: 63%|######2 | 32/51 [00:02<00:01, 13.34it/s]
92/99 0.457G 0.03496 0.04718 0.04208 0.1242 67 416: 63%|######2 | 32/51 [00:02<00:01, 13.34it/s]
92/99 0.457G 0.03496 0.04718 0.04208 0.1242 67 416: 67%|######6 | 34/51 [00:02<00:01, 13.16it/s]
92/99 0.457G 0.03468 0.04778 0.04175 0.1242 127 416: 67%|######6 | 34/51 [00:02<00:01, 13.16it/s]
92/99 0.457G 0.03469 0.04739 0.04172 0.1238 45 416: 67%|######6 | 34/51 [00:02<00:01, 13.16it/s]
92/99 0.457G 0.03469 0.04739 0.04172 0.1238 45 416: 71%|####### | 36/51 [00:02<00:01, 13.75it/s]
92/99 0.457G 0.03473 0.04797 0.04174 0.1244 133 416: 71%|####### | 36/51 [00:02<00:01, 13.75it/s]
92/99 0.457G 0.03477 0.04851 0.04179 0.1251 95 416: 71%|####### | 36/51 [00:02<00:01, 13.75it/s]
92/99 0.457G 0.03477 0.04851 0.04179 0.1251 95 416: 75%|#######4 | 38/51 [00:02<00:00, 13.56it/s]
92/99 0.457G 0.03487 0.04894 0.04185 0.1257 118 416: 75%|#######4 | 38/51 [00:02<00:00, 13.56it/s]
92/99 0.457G 0.03478 0.04839 0.04173 0.1249 38 416: 75%|#######4 | 38/51 [00:02<00:00, 13.56it/s]
92/99 0.457G 0.03478 0.04839 0.04173 0.1249 38 416: 78%|#######8 | 40/51 [00:02<00:00, 13.53it/s]
92/99 0.457G 0.03467 0.04773 0.04153 0.1239 20 416: 78%|#######8 | 40/51 [00:03<00:00, 13.53it/s]
92/99 0.457G 0.03455 0.04743 0.0416 0.1236 42 416: 78%|#######8 | 40/51 [00:03<00:00, 13.53it/s]
92/99 0.457G 0.03455 0.04743 0.0416 0.1236 42 416: 82%|########2 | 42/51 [00:03<00:00, 13.49it/s]
92/99 0.457G 0.03475 0.04729 0.04173 0.1238 58 416: 82%|########2 | 42/51 [00:03<00:00, 13.49it/s]
92/99 0.457G 0.0346 0.04733 0.0418 0.1237 62 416: 82%|########2 | 42/51 [00:03<00:00, 13.49it/s]
92/99 0.457G 0.0346 0.04733 0.0418 0.1237 62 416: 86%|########6 | 44/51 [00:03<00:00, 13.69it/s]
92/99 0.457G 0.03457 0.04652 0.04205 0.1231 11 416: 86%|########6 | 44/51 [00:03<00:00, 13.69it/s]
92/99 0.457G 0.03479 0.04615 0.04214 0.1231 46 416: 86%|########6 | 44/51 [00:03<00:00, 13.69it/s]
92/99 0.457G 0.03479 0.04615 0.04214 0.1231 46 416: 90%|######### | 46/51 [00:03<00:00, 12.94it/s]
92/99 0.457G 0.03481 0.04668 0.0422 0.1237 107 416: 90%|######### | 46/51 [00:03<00:00, 12.94it/s]
92/99 0.457G 0.03491 0.04665 0.04225 0.1238 81 416: 90%|######### | 46/51 [00:03<00:00, 12.94it/s]
92/99 0.457G 0.03491 0.04665 0.04225 0.1238 81 416: 94%|#########4| 48/51 [00:03<00:00, 13.28it/s]
92/99 0.457G 0.03486 0.04664 0.04224 0.1237 71 416: 94%|#########4| 48/51 [00:03<00:00, 13.28it/s]
92/99 0.457G 0.03475 0.04616 0.04233 0.1233 22 416: 94%|#########4| 48/51 [00:03<00:00, 13.28it/s]
92/99 0.457G 0.03475 0.04616 0.04233 0.1233 22 416: 98%|#########8| 50/51 [00:03<00:00, 13.54it/s]
92/99 0.457G 0.03441 0.04539 0.04249 0.1223 2 416: 98%|#########8| 50/51 [00:03<00:00, 13.54it/s]
92/99 0.457G 0.03441 0.04539 0.04249 0.1223 2 416: 100%|##########| 51/51 [00:03<00:00, 13.53it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 25%|##5 | 2/8 [00:00<00:00, 11.38it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 11.64it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 11.63it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 13.50it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.73it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
93/99 0.457G 0.04449 0.0301 0.03917 0.1138 53 416: 0%| | 0/51 [00:00<?, ?it/s]
93/99 0.457G 0.03731 0.03778 0.03981 0.1149 67 416: 0%| | 0/51 [00:00<?, ?it/s]
93/99 0.457G 0.03731 0.03778 0.03981 0.1149 67 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
93/99 0.457G 0.04014 0.04108 0.03896 0.1202 97 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
93/99 0.457G 0.03844 0.03227 0.04403 0.1147 4 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
93/99 0.457G 0.03844 0.03227 0.04403 0.1147 4 416: 8%|7 | 4/51 [00:00<00:03, 13.33it/s]
93/99 0.457G 0.03785 0.03304 0.04377 0.1147 51 416: 8%|7 | 4/51 [00:00<00:03, 13.33it/s]
93/99 0.457G 0.03786 0.03634 0.04391 0.1181 54 416: 8%|7 | 4/51 [00:00<00:03, 13.33it/s]
93/99 0.457G 0.03786 0.03634 0.04391 0.1181 54 416: 12%|#1 | 6/51 [00:00<00:03, 13.69it/s]
93/99 0.457G 0.03788 0.04065 0.04325 0.1218 112 416: 12%|#1 | 6/51 [00:00<00:03, 13.69it/s]
93/99 0.457G 0.03789 0.04122 0.04337 0.1225 80 416: 12%|#1 | 6/51 [00:00<00:03, 13.69it/s]
93/99 0.457G 0.03789 0.04122 0.04337 0.1225 80 416: 16%|#5 | 8/51 [00:00<00:03, 13.31it/s]
93/99 0.457G 0.03757 0.04135 0.04352 0.1224 63 416: 16%|#5 | 8/51 [00:00<00:03, 13.31it/s]
93/99 0.457G 0.03689 0.0395 0.04266 0.119 35 416: 16%|#5 | 8/51 [00:00<00:03, 13.31it/s]
93/99 0.457G 0.03689 0.0395 0.04266 0.119 35 416: 20%|#9 | 10/51 [00:00<00:03, 13.05it/s]
93/99 0.457G 0.03682 0.04171 0.04255 0.1211 83 416: 20%|#9 | 10/51 [00:00<00:03, 13.05it/s]
93/99 0.457G 0.03668 0.04124 0.04257 0.1205 51 416: 20%|#9 | 10/51 [00:00<00:03, 13.05it/s]
93/99 0.457G 0.03668 0.04124 0.04257 0.1205 51 416: 24%|##3 | 12/51 [00:00<00:03, 12.51it/s]
93/99 0.457G 0.03619 0.04191 0.04241 0.1205 88 416: 24%|##3 | 12/51 [00:01<00:03, 12.51it/s]
93/99 0.457G 0.03617 0.04288 0.04245 0.1215 93 416: 24%|##3 | 12/51 [00:01<00:03, 12.51it/s]
93/99 0.457G 0.03617 0.04288 0.04245 0.1215 93 416: 27%|##7 | 14/51 [00:01<00:02, 12.61it/s]
93/99 0.457G 0.03647 0.04286 0.04241 0.1217 60 416: 27%|##7 | 14/51 [00:01<00:02, 12.61it/s]
93/99 0.457G 0.03648 0.04457 0.04255 0.1236 104 416: 27%|##7 | 14/51 [00:01<00:02, 12.61it/s]
93/99 0.457G 0.03648 0.04457 0.04255 0.1236 104 416: 31%|###1 | 16/51 [00:01<00:02, 12.79it/s]
93/99 0.457G 0.03613 0.04489 0.04251 0.1235 74 416: 31%|###1 | 16/51 [00:01<00:02, 12.79it/s]
93/99 0.457G 0.03612 0.04541 0.04254 0.1241 82 416: 31%|###1 | 16/51 [00:01<00:02, 12.79it/s]
93/99 0.457G 0.03612 0.04541 0.04254 0.1241 82 416: 35%|###5 | 18/51 [00:01<00:02, 13.21it/s]
93/99 0.457G 0.03575 0.04516 0.04259 0.1235 64 416: 35%|###5 | 18/51 [00:01<00:02, 13.21it/s]
93/99 0.457G 0.0356 0.04634 0.04262 0.1246 112 416: 35%|###5 | 18/51 [00:01<00:02, 13.21it/s]
93/99 0.457G 0.0356 0.04634 0.04262 0.1246 112 416: 39%|###9 | 20/51 [00:01<00:02, 13.48it/s]
93/99 0.457G 0.03529 0.04531 0.04265 0.1233 33 416: 39%|###9 | 20/51 [00:01<00:02, 13.48it/s]
93/99 0.457G 0.03573 0.04481 0.04284 0.1234 62 416: 39%|###9 | 20/51 [00:01<00:02, 13.48it/s]
93/99 0.457G 0.03573 0.04481 0.04284 0.1234 62 416: 43%|####3 | 22/51 [00:01<00:02, 13.55it/s]
93/99 0.457G 0.03566 0.0444 0.04274 0.1228 41 416: 43%|####3 | 22/51 [00:01<00:02, 13.55it/s]
93/99 0.457G 0.03567 0.04403 0.04263 0.1223 45 416: 43%|####3 | 22/51 [00:01<00:02, 13.55it/s]
93/99 0.457G 0.03567 0.04403 0.04263 0.1223 45 416: 47%|####7 | 24/51 [00:01<00:01, 13.65it/s]
93/99 0.457G 0.03589 0.04559 0.04275 0.1242 117 416: 47%|####7 | 24/51 [00:01<00:01, 13.65it/s]
93/99 0.457G 0.03601 0.04643 0.04278 0.1252 130 416: 47%|####7 | 24/51 [00:01<00:01, 13.65it/s]
93/99 0.457G 0.03601 0.04643 0.04278 0.1252 130 416: 51%|##### | 26/51 [00:01<00:01, 12.99it/s]
93/99 0.457G 0.03616 0.04619 0.04271 0.1251 71 416: 51%|##### | 26/51 [00:02<00:01, 12.99it/s]
93/99 0.457G 0.03601 0.04622 0.0429 0.1251 81 416: 51%|##### | 26/51 [00:02<00:01, 12.99it/s]
93/99 0.457G 0.03601 0.04622 0.0429 0.1251 81 416: 55%|#####4 | 28/51 [00:02<00:01, 13.32it/s]
93/99 0.457G 0.03595 0.04604 0.04288 0.1249 46 416: 55%|#####4 | 28/51 [00:02<00:01, 13.32it/s]
93/99 0.457G 0.036 0.04671 0.04276 0.1255 123 416: 55%|#####4 | 28/51 [00:02<00:01, 13.32it/s]
93/99 0.457G 0.036 0.04671 0.04276 0.1255 123 416: 59%|#####8 | 30/51 [00:02<00:01, 13.15it/s]
93/99 0.457G 0.03584 0.04592 0.04268 0.1244 29 416: 59%|#####8 | 30/51 [00:02<00:01, 13.15it/s]
93/99 0.457G 0.03573 0.04706 0.04258 0.1254 117 416: 59%|#####8 | 30/51 [00:02<00:01, 13.15it/s]
93/99 0.457G 0.03573 0.04706 0.04258 0.1254 117 416: 63%|######2 | 32/51 [00:02<00:01, 13.43it/s]
93/99 0.457G 0.03573 0.04641 0.04243 0.1246 35 416: 63%|######2 | 32/51 [00:02<00:01, 13.43it/s]
93/99 0.457G 0.0355 0.04682 0.04227 0.1246 91 416: 63%|######2 | 32/51 [00:02<00:01, 13.43it/s]
93/99 0.457G 0.0355 0.04682 0.04227 0.1246 91 416: 67%|######6 | 34/51 [00:02<00:01, 13.65it/s]
93/99 0.457G 0.03545 0.04628 0.04219 0.1239 47 416: 67%|######6 | 34/51 [00:02<00:01, 13.65it/s]
93/99 0.457G 0.03546 0.04661 0.04224 0.1243 100 416: 67%|######6 | 34/51 [00:02<00:01, 13.65it/s]
93/99 0.457G 0.03546 0.04661 0.04224 0.1243 100 416: 71%|####### | 36/51 [00:02<00:01, 13.55it/s]
93/99 0.457G 0.03525 0.04703 0.04218 0.1245 95 416: 71%|####### | 36/51 [00:02<00:01, 13.55it/s]
93/99 0.457G 0.03523 0.04674 0.04224 0.1242 56 416: 71%|####### | 36/51 [00:02<00:01, 13.55it/s]
93/99 0.457G 0.03523 0.04674 0.04224 0.1242 56 416: 75%|#######4 | 38/51 [00:02<00:00, 13.50it/s]
93/99 0.457G 0.03531 0.04732 0.04227 0.1249 118 416: 75%|#######4 | 38/51 [00:02<00:00, 13.50it/s]
93/99 0.457G 0.03539 0.04727 0.04219 0.1249 73 416: 75%|#######4 | 38/51 [00:02<00:00, 13.50it/s]
93/99 0.457G 0.03539 0.04727 0.04219 0.1249 73 416: 78%|#######8 | 40/51 [00:02<00:00, 13.70it/s]
93/99 0.457G 0.03523 0.04698 0.04207 0.1243 52 416: 78%|#######8 | 40/51 [00:03<00:00, 13.70it/s]
93/99 0.457G 0.0352 0.04683 0.04196 0.124 47 416: 78%|#######8 | 40/51 [00:03<00:00, 13.70it/s]
93/99 0.457G 0.0352 0.04683 0.04196 0.124 47 416: 82%|########2 | 42/51 [00:03<00:00, 12.99it/s]
93/99 0.457G 0.03514 0.04631 0.04209 0.1235 36 416: 82%|########2 | 42/51 [00:03<00:00, 12.99it/s]
93/99 0.457G 0.03509 0.0457 0.04207 0.1229 23 416: 82%|########2 | 42/51 [00:03<00:00, 12.99it/s]
93/99 0.457G 0.03509 0.0457 0.04207 0.1229 23 416: 86%|########6 | 44/51 [00:03<00:00, 12.91it/s]
93/99 0.457G 0.03503 0.04584 0.04208 0.123 76 416: 86%|########6 | 44/51 [00:03<00:00, 12.91it/s]
93/99 0.457G 0.035 0.04631 0.04211 0.1234 110 416: 86%|########6 | 44/51 [00:03<00:00, 12.91it/s]
93/99 0.457G 0.035 0.04631 0.04211 0.1234 110 416: 90%|######### | 46/51 [00:03<00:00, 13.27it/s]
93/99 0.457G 0.03494 0.04634 0.04215 0.1234 70 416: 90%|######### | 46/51 [00:03<00:00, 13.27it/s]
93/99 0.457G 0.03488 0.04585 0.04232 0.123 33 416: 90%|######### | 46/51 [00:03<00:00, 13.27it/s]
93/99 0.457G 0.03488 0.04585 0.04232 0.123 33 416: 94%|#########4| 48/51 [00:03<00:00, 13.52it/s]
93/99 0.457G 0.03485 0.04575 0.04237 0.123 63 416: 94%|#########4| 48/51 [00:03<00:00, 13.52it/s]
93/99 0.457G 0.03482 0.04577 0.04229 0.1229 81 416: 94%|#########4| 48/51 [00:03<00:00, 13.52it/s]
93/99 0.457G 0.03482 0.04577 0.04229 0.1229 81 416: 98%|#########8| 50/51 [00:03<00:00, 13.66it/s]
93/99 0.457G 0.03462 0.04501 0.04271 0.1223 1 416: 98%|#########8| 50/51 [00:03<00:00, 13.66it/s]
93/99 0.457G 0.03462 0.04501 0.04271 0.1223 1 416: 100%|##########| 51/51 [00:03<00:00, 13.36it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.15it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 12.41it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.97it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.28it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.76it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
94/99 0.457G 0.03751 0.03581 0.0487 0.122 52 416: 0%| | 0/51 [00:00<?, ?it/s]
94/99 0.457G 0.03642 0.04039 0.04442 0.1212 54 416: 0%| | 0/51 [00:00<?, ?it/s]
94/99 0.457G 0.03642 0.04039 0.04442 0.1212 54 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
94/99 0.457G 0.03395 0.04111 0.03983 0.1149 79 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
94/99 0.457G 0.03486 0.04583 0.0406 0.1213 79 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
94/99 0.457G 0.03486 0.04583 0.0406 0.1213 79 416: 8%|7 | 4/51 [00:00<00:03, 14.16it/s]
94/99 0.457G 0.03497 0.0449 0.04127 0.1211 58 416: 8%|7 | 4/51 [00:00<00:03, 14.16it/s]
94/99 0.457G 0.03449 0.03911 0.04367 0.1173 10 416: 8%|7 | 4/51 [00:00<00:03, 14.16it/s]
94/99 0.457G 0.03449 0.03911 0.04367 0.1173 10 416: 12%|#1 | 6/51 [00:00<00:03, 13.49it/s]
94/99 0.457G 0.03551 0.04153 0.04403 0.1211 105 416: 12%|#1 | 6/51 [00:00<00:03, 13.49it/s]
94/99 0.457G 0.03564 0.04015 0.04415 0.1199 31 416: 12%|#1 | 6/51 [00:00<00:03, 13.49it/s]
94/99 0.457G 0.03564 0.04015 0.04415 0.1199 31 416: 16%|#5 | 8/51 [00:00<00:03, 12.19it/s]
94/99 0.457G 0.03545 0.03952 0.04408 0.119 50 416: 16%|#5 | 8/51 [00:00<00:03, 12.19it/s]
94/99 0.457G 0.03551 0.03983 0.04416 0.1195 72 416: 16%|#5 | 8/51 [00:00<00:03, 12.19it/s]
94/99 0.457G 0.03551 0.03983 0.04416 0.1195 72 416: 20%|#9 | 10/51 [00:00<00:03, 12.38it/s]
94/99 0.457G 0.03566 0.04101 0.04411 0.1208 92 416: 20%|#9 | 10/51 [00:00<00:03, 12.38it/s]
94/99 0.457G 0.03558 0.04065 0.04358 0.1198 55 416: 20%|#9 | 10/51 [00:00<00:03, 12.38it/s]
94/99 0.457G 0.03558 0.04065 0.04358 0.1198 55 416: 24%|##3 | 12/51 [00:00<00:03, 12.90it/s]
94/99 0.457G 0.03509 0.0397 0.04303 0.1178 38 416: 24%|##3 | 12/51 [00:01<00:03, 12.90it/s]
94/99 0.457G 0.03486 0.03897 0.04329 0.1171 38 416: 24%|##3 | 12/51 [00:01<00:03, 12.90it/s]
94/99 0.457G 0.03486 0.03897 0.04329 0.1171 38 416: 27%|##7 | 14/51 [00:01<00:02, 13.05it/s]
94/99 0.457G 0.03456 0.03837 0.04332 0.1162 44 416: 27%|##7 | 14/51 [00:01<00:02, 13.05it/s]
94/99 0.457G 0.03488 0.04065 0.0437 0.1192 110 416: 27%|##7 | 14/51 [00:01<00:02, 13.05it/s]
94/99 0.457G 0.03488 0.04065 0.0437 0.1192 110 416: 31%|###1 | 16/51 [00:01<00:02, 13.63it/s]
94/99 0.457G 0.03477 0.0407 0.04374 0.1192 58 416: 31%|###1 | 16/51 [00:01<00:02, 13.63it/s]
94/99 0.457G 0.03522 0.04198 0.04394 0.1211 116 416: 31%|###1 | 16/51 [00:01<00:02, 13.63it/s]
94/99 0.457G 0.03522 0.04198 0.04394 0.1211 116 416: 35%|###5 | 18/51 [00:01<00:02, 13.35it/s]
94/99 0.457G 0.03512 0.04266 0.04397 0.1218 110 416: 35%|###5 | 18/51 [00:01<00:02, 13.35it/s]
94/99 0.457G 0.03488 0.0426 0.04379 0.1213 67 416: 35%|###5 | 18/51 [00:01<00:02, 13.35it/s]
94/99 0.457G 0.03488 0.0426 0.04379 0.1213 67 416: 39%|###9 | 20/51 [00:01<00:02, 13.58it/s]
94/99 0.457G 0.03498 0.04308 0.04385 0.1219 83 416: 39%|###9 | 20/51 [00:01<00:02, 13.58it/s]
94/99 0.457G 0.03485 0.04255 0.04368 0.1211 49 416: 39%|###9 | 20/51 [00:01<00:02, 13.58it/s]
94/99 0.457G 0.03485 0.04255 0.04368 0.1211 49 416: 43%|####3 | 22/51 [00:01<00:02, 13.32it/s]
94/99 0.457G 0.03491 0.04149 0.04397 0.1204 28 416: 43%|####3 | 22/51 [00:01<00:02, 13.32it/s]
94/99 0.457G 0.03482 0.04251 0.04387 0.1212 111 416: 43%|####3 | 22/51 [00:01<00:02, 13.32it/s]
94/99 0.457G 0.03482 0.04251 0.04387 0.1212 111 416: 47%|####7 | 24/51 [00:01<00:02, 12.74it/s]
94/99 0.457G 0.03517 0.04305 0.044 0.1222 87 416: 47%|####7 | 24/51 [00:01<00:02, 12.74it/s]
94/99 0.457G 0.03495 0.04351 0.04344 0.1219 101 416: 47%|####7 | 24/51 [00:01<00:02, 12.74it/s]
94/99 0.457G 0.03495 0.04351 0.04344 0.1219 101 416: 51%|##### | 26/51 [00:01<00:01, 13.10it/s]
94/99 0.457G 0.03521 0.04529 0.04351 0.124 145 416: 51%|##### | 26/51 [00:02<00:01, 13.10it/s]
94/99 0.457G 0.03526 0.04753 0.04366 0.1264 175 416: 51%|##### | 26/51 [00:02<00:01, 13.10it/s]
94/99 0.457G 0.03526 0.04753 0.04366 0.1264 175 416: 55%|#####4 | 28/51 [00:02<00:01, 13.41it/s]
94/99 0.457G 0.03533 0.04777 0.04333 0.1264 101 416: 55%|#####4 | 28/51 [00:02<00:01, 13.41it/s]
94/99 0.457G 0.03535 0.04775 0.04327 0.1264 53 416: 55%|#####4 | 28/51 [00:02<00:01, 13.41it/s]
94/99 0.457G 0.03535 0.04775 0.04327 0.1264 53 416: 59%|#####8 | 30/51 [00:02<00:01, 13.63it/s]
94/99 0.457G 0.03526 0.04782 0.04293 0.126 104 416: 59%|#####8 | 30/51 [00:02<00:01, 13.63it/s]
94/99 0.457G 0.03519 0.04711 0.04291 0.1252 32 416: 59%|#####8 | 30/51 [00:02<00:01, 13.63it/s]
94/99 0.457G 0.03519 0.04711 0.04291 0.1252 32 416: 63%|######2 | 32/51 [00:02<00:01, 13.78it/s]
94/99 0.457G 0.03514 0.04725 0.04297 0.1254 77 416: 63%|######2 | 32/51 [00:02<00:01, 13.78it/s]
94/99 0.457G 0.0353 0.04717 0.04272 0.1252 84 416: 63%|######2 | 32/51 [00:02<00:01, 13.78it/s]
94/99 0.457G 0.0353 0.04717 0.04272 0.1252 84 416: 67%|######6 | 34/51 [00:02<00:01, 13.08it/s]
94/99 0.457G 0.03514 0.0463 0.04294 0.1244 22 416: 67%|######6 | 34/51 [00:02<00:01, 13.08it/s]
94/99 0.457G 0.03505 0.04605 0.04277 0.1239 51 416: 67%|######6 | 34/51 [00:02<00:01, 13.08it/s]
94/99 0.457G 0.03505 0.04605 0.04277 0.1239 51 416: 71%|####### | 36/51 [00:02<00:01, 12.78it/s]
94/99 0.457G 0.03501 0.04638 0.04281 0.1242 80 416: 71%|####### | 36/51 [00:02<00:01, 12.78it/s]
94/99 0.457G 0.03527 0.04765 0.04278 0.1257 172 416: 71%|####### | 36/51 [00:02<00:01, 12.78it/s]
94/99 0.457G 0.03527 0.04765 0.04278 0.1257 172 416: 75%|#######4 | 38/51 [00:02<00:01, 12.36it/s]
94/99 0.457G 0.03514 0.04764 0.04272 0.1255 61 416: 75%|#######4 | 38/51 [00:03<00:01, 12.36it/s]
94/99 0.457G 0.0351 0.04753 0.04292 0.1255 60 416: 75%|#######4 | 38/51 [00:03<00:01, 12.36it/s]
94/99 0.457G 0.0351 0.04753 0.04292 0.1255 60 416: 78%|#######8 | 40/51 [00:03<00:01, 10.60it/s]
94/99 0.457G 0.03502 0.04785 0.04295 0.1258 96 416: 78%|#######8 | 40/51 [00:03<00:01, 10.60it/s]
94/99 0.457G 0.03492 0.04762 0.04292 0.1255 64 416: 78%|#######8 | 40/51 [00:03<00:01, 10.60it/s]
94/99 0.457G 0.03492 0.04762 0.04292 0.1255 64 416: 82%|########2 | 42/51 [00:03<00:00, 11.24it/s]
94/99 0.457G 0.03466 0.04733 0.04283 0.1248 51 416: 82%|########2 | 42/51 [00:03<00:00, 11.24it/s]
94/99 0.457G 0.03475 0.04752 0.04289 0.1252 74 416: 82%|########2 | 42/51 [00:03<00:00, 11.24it/s]
94/99 0.457G 0.03475 0.04752 0.04289 0.1252 74 416: 86%|########6 | 44/51 [00:03<00:00, 11.72it/s]
94/99 0.457G 0.03486 0.04772 0.04296 0.1255 91 416: 86%|########6 | 44/51 [00:03<00:00, 11.72it/s]
94/99 0.457G 0.03485 0.0474 0.04301 0.1253 57 416: 86%|########6 | 44/51 [00:03<00:00, 11.72it/s]
94/99 0.457G 0.03485 0.0474 0.04301 0.1253 57 416: 90%|######### | 46/51 [00:03<00:00, 12.15it/s]
94/99 0.457G 0.03477 0.04762 0.04301 0.1254 66 416: 90%|######### | 46/51 [00:03<00:00, 12.15it/s]
94/99 0.457G 0.03463 0.0473 0.04294 0.1249 52 416: 90%|######### | 46/51 [00:03<00:00, 12.15it/s]
94/99 0.457G 0.03463 0.0473 0.04294 0.1249 52 416: 94%|#########4| 48/51 [00:03<00:00, 12.56it/s]
94/99 0.457G 0.0346 0.0468 0.04294 0.1243 23 416: 94%|#########4| 48/51 [00:03<00:00, 12.56it/s]
94/99 0.457G 0.03452 0.04641 0.04289 0.1238 41 416: 94%|#########4| 48/51 [00:03<00:00, 12.56it/s]
94/99 0.457G 0.03452 0.04641 0.04289 0.1238 41 416: 98%|#########8| 50/51 [00:03<00:00, 13.10it/s]
94/99 0.457G 0.0345 0.04588 0.04285 0.1232 6 416: 98%|#########8| 50/51 [00:03<00:00, 13.10it/s]
94/99 0.457G 0.0345 0.04588 0.04285 0.1232 6 416: 100%|##########| 51/51 [00:03<00:00, 12.80it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 7.97it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.05it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.86it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.74it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.44it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
95/99 0.457G 0.03138 0.02377 0.04496 0.1001 27 416: 0%| | 0/51 [00:00<?, ?it/s]
95/99 0.457G 0.03093 0.02645 0.04294 0.1003 44 416: 0%| | 0/51 [00:00<?, ?it/s]
95/99 0.457G 0.03093 0.02645 0.04294 0.1003 44 416: 4%|3 | 2/51 [00:00<00:03, 13.20it/s]
95/99 0.457G 0.02751 0.02921 0.03882 0.09554 59 416: 4%|3 | 2/51 [00:00<00:03, 13.20it/s]
95/99 0.457G 0.02842 0.03637 0.04008 0.1049 60 416: 4%|3 | 2/51 [00:00<00:03, 13.20it/s]
95/99 0.457G 0.02842 0.03637 0.04008 0.1049 60 416: 8%|7 | 4/51 [00:00<00:03, 12.92it/s]
95/99 0.457G 0.02751 0.03634 0.0381 0.102 63 416: 8%|7 | 4/51 [00:00<00:03, 12.92it/s]
95/99 0.457G 0.02916 0.03975 0.0387 0.1076 114 416: 8%|7 | 4/51 [00:00<00:03, 12.92it/s]
95/99 0.457G 0.02916 0.03975 0.0387 0.1076 114 416: 12%|#1 | 6/51 [00:00<00:03, 13.47it/s]
95/99 0.457G 0.02918 0.03765 0.03919 0.106 29 416: 12%|#1 | 6/51 [00:00<00:03, 13.47it/s]
95/99 0.457G 0.02964 0.03487 0.03935 0.1039 21 416: 12%|#1 | 6/51 [00:00<00:03, 13.47it/s]
95/99 0.457G 0.02964 0.03487 0.03935 0.1039 21 416: 16%|#5 | 8/51 [00:00<00:03, 13.96it/s]
95/99 0.457G 0.03103 0.03371 0.03935 0.1041 41 416: 16%|#5 | 8/51 [00:00<00:03, 13.96it/s]
95/99 0.457G 0.03131 0.03456 0.03964 0.1055 49 416: 16%|#5 | 8/51 [00:00<00:03, 13.96it/s]
95/99 0.457G 0.03131 0.03456 0.03964 0.1055 49 416: 20%|#9 | 10/51 [00:00<00:03, 13.49it/s]
95/99 0.457G 0.03134 0.03427 0.03963 0.1052 46 416: 20%|#9 | 10/51 [00:00<00:03, 13.49it/s]
95/99 0.457G 0.03173 0.03573 0.04 0.1075 75 416: 20%|#9 | 10/51 [00:00<00:03, 13.49it/s]
95/99 0.457G 0.03173 0.03573 0.04 0.1075 75 416: 24%|##3 | 12/51 [00:00<00:02, 13.14it/s]
95/99 0.457G 0.03173 0.03693 0.04025 0.1089 85 416: 24%|##3 | 12/51 [00:00<00:02, 13.14it/s]
95/99 0.457G 0.03258 0.03835 0.04006 0.111 116 416: 24%|##3 | 12/51 [00:01<00:02, 13.14it/s]
95/99 0.457G 0.03258 0.03835 0.04006 0.111 116 416: 27%|##7 | 14/51 [00:01<00:02, 13.28it/s]
95/99 0.457G 0.03299 0.03926 0.04027 0.1125 81 416: 27%|##7 | 14/51 [00:01<00:02, 13.28it/s]
95/99 0.457G 0.03302 0.04019 0.04039 0.1136 55 416: 27%|##7 | 14/51 [00:01<00:02, 13.28it/s]
95/99 0.457G 0.03302 0.04019 0.04039 0.1136 55 416: 31%|###1 | 16/51 [00:01<00:02, 12.94it/s]
95/99 0.457G 0.03364 0.04042 0.04078 0.1148 75 416: 31%|###1 | 16/51 [00:01<00:02, 12.94it/s]
95/99 0.457G 0.03356 0.04045 0.04066 0.1147 55 416: 31%|###1 | 16/51 [00:01<00:02, 12.94it/s]
95/99 0.457G 0.03356 0.04045 0.04066 0.1147 55 416: 35%|###5 | 18/51 [00:01<00:02, 12.68it/s]
95/99 0.457G 0.03327 0.03989 0.0409 0.1141 47 416: 35%|###5 | 18/51 [00:01<00:02, 12.68it/s]
95/99 0.457G 0.03309 0.04105 0.04086 0.115 101 416: 35%|###5 | 18/51 [00:01<00:02, 12.68it/s]
95/99 0.457G 0.03309 0.04105 0.04086 0.115 101 416: 39%|###9 | 20/51 [00:01<00:02, 12.32it/s]
95/99 0.457G 0.03321 0.04252 0.04098 0.1167 123 416: 39%|###9 | 20/51 [00:01<00:02, 12.32it/s]
95/99 0.457G 0.03336 0.04184 0.04092 0.1161 50 416: 39%|###9 | 20/51 [00:01<00:02, 12.32it/s]
95/99 0.457G 0.03336 0.04184 0.04092 0.1161 50 416: 43%|####3 | 22/51 [00:01<00:02, 12.13it/s]
95/99 0.457G 0.03382 0.04207 0.04111 0.117 90 416: 43%|####3 | 22/51 [00:01<00:02, 12.13it/s]
95/99 0.457G 0.03377 0.04231 0.04119 0.1173 57 416: 43%|####3 | 22/51 [00:01<00:02, 12.13it/s]
95/99 0.457G 0.03377 0.04231 0.04119 0.1173 57 416: 47%|####7 | 24/51 [00:01<00:02, 11.83it/s]
95/99 0.457G 0.03379 0.04237 0.04126 0.1174 60 416: 47%|####7 | 24/51 [00:01<00:02, 11.83it/s]
95/99 0.457G 0.03404 0.04183 0.04111 0.117 46 416: 47%|####7 | 24/51 [00:02<00:02, 11.83it/s]
95/99 0.457G 0.03404 0.04183 0.04111 0.117 46 416: 51%|##### | 26/51 [00:02<00:02, 12.09it/s]
95/99 0.457G 0.03403 0.04168 0.04124 0.117 56 416: 51%|##### | 26/51 [00:02<00:02, 12.09it/s]
95/99 0.457G 0.03392 0.0421 0.04116 0.1172 82 416: 51%|##### | 26/51 [00:02<00:02, 12.09it/s]
95/99 0.457G 0.03392 0.0421 0.04116 0.1172 82 416: 55%|#####4 | 28/51 [00:02<00:01, 12.49it/s]
95/99 0.457G 0.03402 0.04192 0.04118 0.1171 70 416: 55%|#####4 | 28/51 [00:02<00:01, 12.49it/s]
95/99 0.457G 0.03395 0.04174 0.04118 0.1169 54 416: 55%|#####4 | 28/51 [00:02<00:01, 12.49it/s]
95/99 0.457G 0.03395 0.04174 0.04118 0.1169 54 416: 59%|#####8 | 30/51 [00:02<00:01, 12.73it/s]
95/99 0.457G 0.03386 0.04185 0.04115 0.1169 58 416: 59%|#####8 | 30/51 [00:02<00:01, 12.73it/s]
95/99 0.457G 0.03403 0.04275 0.04123 0.118 109 416: 59%|#####8 | 30/51 [00:02<00:01, 12.73it/s]
95/99 0.457G 0.03403 0.04275 0.04123 0.118 109 416: 63%|######2 | 32/51 [00:02<00:01, 12.89it/s]
95/99 0.457G 0.03439 0.04228 0.04119 0.1179 35 416: 63%|######2 | 32/51 [00:02<00:01, 12.89it/s]
95/99 0.457G 0.03432 0.04232 0.04111 0.1177 67 416: 63%|######2 | 32/51 [00:02<00:01, 12.89it/s]
95/99 0.457G 0.03432 0.04232 0.04111 0.1177 67 416: 67%|######6 | 34/51 [00:02<00:01, 13.10it/s]
95/99 0.457G 0.03432 0.043 0.04133 0.1186 113 416: 67%|######6 | 34/51 [00:02<00:01, 13.10it/s]
95/99 0.457G 0.03437 0.0433 0.04136 0.119 92 416: 67%|######6 | 34/51 [00:02<00:01, 13.10it/s]
95/99 0.457G 0.03437 0.0433 0.04136 0.119 92 416: 71%|####### | 36/51 [00:02<00:01, 12.24it/s]
95/99 0.457G 0.03427 0.04346 0.04137 0.1191 63 416: 71%|####### | 36/51 [00:02<00:01, 12.24it/s]
95/99 0.457G 0.03435 0.0432 0.04138 0.1189 49 416: 71%|####### | 36/51 [00:02<00:01, 12.24it/s]
95/99 0.457G 0.03435 0.0432 0.04138 0.1189 49 416: 75%|#######4 | 38/51 [00:02<00:01, 12.57it/s]
95/99 0.457G 0.03434 0.04366 0.04121 0.1192 110 416: 75%|#######4 | 38/51 [00:03<00:01, 12.57it/s]
95/99 0.457G 0.03434 0.0433 0.04132 0.119 43 416: 75%|#######4 | 38/51 [00:03<00:01, 12.57it/s]
95/99 0.457G 0.03434 0.0433 0.04132 0.119 43 416: 78%|#######8 | 40/51 [00:03<00:00, 13.01it/s]
95/99 0.457G 0.03414 0.04314 0.04118 0.1185 50 416: 78%|#######8 | 40/51 [00:03<00:00, 13.01it/s]
95/99 0.457G 0.03392 0.04301 0.04123 0.1182 62 416: 78%|#######8 | 40/51 [00:03<00:00, 13.01it/s]
95/99 0.457G 0.03392 0.04301 0.04123 0.1182 62 416: 82%|########2 | 42/51 [00:03<00:00, 13.34it/s]
95/99 0.457G 0.03406 0.04353 0.04135 0.1189 109 416: 82%|########2 | 42/51 [00:03<00:00, 13.34it/s]
95/99 0.457G 0.03427 0.04367 0.04145 0.1194 78 416: 82%|########2 | 42/51 [00:03<00:00, 13.34it/s]
95/99 0.457G 0.03427 0.04367 0.04145 0.1194 78 416: 86%|########6 | 44/51 [00:03<00:00, 13.57it/s]
95/99 0.457G 0.03439 0.04372 0.04149 0.1196 84 416: 86%|########6 | 44/51 [00:03<00:00, 13.57it/s]
95/99 0.457G 0.03426 0.04378 0.04151 0.1196 66 416: 86%|########6 | 44/51 [00:03<00:00, 13.57it/s]
95/99 0.457G 0.03426 0.04378 0.04151 0.1196 66 416: 90%|######### | 46/51 [00:03<00:00, 13.33it/s]
95/99 0.457G 0.03416 0.0434 0.04139 0.119 44 416: 90%|######### | 46/51 [00:03<00:00, 13.33it/s]
95/99 0.457G 0.0339 0.04301 0.04123 0.1181 35 416: 90%|######### | 46/51 [00:03<00:00, 13.33it/s]
95/99 0.457G 0.0339 0.04301 0.04123 0.1181 35 416: 94%|#########4| 48/51 [00:03<00:00, 13.57it/s]
95/99 0.457G 0.03386 0.04268 0.04133 0.1179 38 416: 94%|#########4| 48/51 [00:03<00:00, 13.57it/s]
95/99 0.457G 0.03403 0.04234 0.04142 0.1178 35 416: 94%|#########4| 48/51 [00:03<00:00, 13.57it/s]
95/99 0.457G 0.03403 0.04234 0.04142 0.1178 35 416: 98%|#########8| 50/51 [00:03<00:00, 13.75it/s]
95/99 0.457G 0.03399 0.04303 0.04116 0.1182 36 416: 98%|#########8| 50/51 [00:03<00:00, 13.75it/s]
95/99 0.457G 0.03399 0.04303 0.04116 0.1182 36 416: 100%|##########| 51/51 [00:03<00:00, 13.03it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 8.99it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.51it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 11.88it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.72it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
96/99 0.457G 0.03006 0.02196 0.04534 0.09736 26 416: 0%| | 0/51 [00:00<?, ?it/s]
96/99 0.457G 0.03006 0.02196 0.04534 0.09736 26 416: 2%|1 | 1/51 [00:00<00:07, 7.07it/s]
96/99 0.457G 0.02798 0.03254 0.03842 0.09895 84 416: 2%|1 | 1/51 [00:00<00:07, 7.07it/s]
96/99 0.457G 0.03139 0.04416 0.04009 0.1156 72 416: 2%|1 | 1/51 [00:00<00:07, 7.07it/s]
96/99 0.457G 0.03139 0.04416 0.04009 0.1156 72 416: 6%|5 | 3/51 [00:00<00:04, 11.20it/s]
96/99 0.457G 0.03264 0.04018 0.04098 0.1138 44 416: 6%|5 | 3/51 [00:00<00:04, 11.20it/s]
96/99 0.457G 0.03367 0.04878 0.04069 0.1231 140 416: 6%|5 | 3/51 [00:00<00:04, 11.20it/s]
96/99 0.457G 0.03367 0.04878 0.04069 0.1231 140 416: 10%|9 | 5/51 [00:00<00:03, 11.94it/s]
96/99 0.457G 0.03403 0.04589 0.04167 0.1216 33 416: 10%|9 | 5/51 [00:00<00:03, 11.94it/s]
96/99 0.457G 0.0342 0.04508 0.04174 0.121 48 416: 10%|9 | 5/51 [00:00<00:03, 11.94it/s]
96/99 0.457G 0.0342 0.04508 0.04174 0.121 48 416: 14%|#3 | 7/51 [00:00<00:03, 12.27it/s]
96/99 0.457G 0.03296 0.04205 0.03979 0.1148 34 416: 14%|#3 | 7/51 [00:00<00:03, 12.27it/s]
96/99 0.457G 0.0326 0.04044 0.03995 0.113 38 416: 14%|#3 | 7/51 [00:00<00:03, 12.27it/s]
96/99 0.457G 0.0326 0.04044 0.03995 0.113 38 416: 18%|#7 | 9/51 [00:00<00:03, 12.45it/s]
96/99 0.457G 0.03295 0.04031 0.04069 0.1139 69 416: 18%|#7 | 9/51 [00:00<00:03, 12.45it/s]
96/99 0.457G 0.03335 0.04111 0.04084 0.1153 66 416: 18%|#7 | 9/51 [00:00<00:03, 12.45it/s]
96/99 0.457G 0.03335 0.04111 0.04084 0.1153 66 416: 22%|##1 | 11/51 [00:00<00:03, 12.21it/s]
96/99 0.457G 0.03337 0.03992 0.0411 0.1144 43 416: 22%|##1 | 11/51 [00:01<00:03, 12.21it/s]
96/99 0.457G 0.03333 0.03918 0.04084 0.1133 36 416: 22%|##1 | 11/51 [00:01<00:03, 12.21it/s]
96/99 0.457G 0.03333 0.03918 0.04084 0.1133 36 416: 25%|##5 | 13/51 [00:01<00:03, 12.39it/s]
96/99 0.457G 0.03365 0.0397 0.04117 0.1145 74 416: 25%|##5 | 13/51 [00:01<00:03, 12.39it/s]
96/99 0.457G 0.03385 0.0402 0.04147 0.1155 68 416: 25%|##5 | 13/51 [00:01<00:03, 12.39it/s]
96/99 0.457G 0.03385 0.0402 0.04147 0.1155 68 416: 29%|##9 | 15/51 [00:01<00:02, 12.91it/s]
96/99 0.457G 0.03456 0.04231 0.04159 0.1185 108 416: 29%|##9 | 15/51 [00:01<00:02, 12.91it/s]
96/99 0.457G 0.03451 0.04295 0.04171 0.1192 92 416: 29%|##9 | 15/51 [00:01<00:02, 12.91it/s]
96/99 0.457G 0.03451 0.04295 0.04171 0.1192 92 416: 33%|###3 | 17/51 [00:01<00:02, 11.74it/s]
96/99 0.457G 0.03512 0.04346 0.04195 0.1205 95 416: 33%|###3 | 17/51 [00:01<00:02, 11.74it/s]
96/99 0.457G 0.03488 0.04377 0.04197 0.1206 85 416: 33%|###3 | 17/51 [00:01<00:02, 11.74it/s]
96/99 0.457G 0.03488 0.04377 0.04197 0.1206 85 416: 37%|###7 | 19/51 [00:01<00:02, 11.31it/s]
96/99 0.457G 0.03512 0.04393 0.04198 0.121 84 416: 37%|###7 | 19/51 [00:01<00:02, 11.31it/s]
96/99 0.457G 0.03508 0.04561 0.04198 0.1227 138 416: 37%|###7 | 19/51 [00:01<00:02, 11.31it/s]
96/99 0.457G 0.03508 0.04561 0.04198 0.1227 138 416: 41%|####1 | 21/51 [00:01<00:02, 10.87it/s]
96/99 0.457G 0.03514 0.04606 0.04204 0.1232 80 416: 41%|####1 | 21/51 [00:01<00:02, 10.87it/s]
96/99 0.457G 0.03559 0.04659 0.04198 0.1242 109 416: 41%|####1 | 21/51 [00:01<00:02, 10.87it/s]
96/99 0.457G 0.03559 0.04659 0.04198 0.1242 109 416: 45%|####5 | 23/51 [00:01<00:02, 11.53it/s]
96/99 0.457G 0.03552 0.0461 0.04212 0.1237 55 416: 45%|####5 | 23/51 [00:02<00:02, 11.53it/s]
96/99 0.457G 0.03542 0.04578 0.04206 0.1233 41 416: 45%|####5 | 23/51 [00:02<00:02, 11.53it/s]
96/99 0.457G 0.03542 0.04578 0.04206 0.1233 41 416: 49%|####9 | 25/51 [00:02<00:02, 11.87it/s]
96/99 0.457G 0.03561 0.04677 0.04223 0.1246 112 416: 49%|####9 | 25/51 [00:02<00:02, 11.87it/s]
96/99 0.457G 0.03549 0.0462 0.0419 0.1236 62 416: 49%|####9 | 25/51 [00:02<00:02, 11.87it/s]
96/99 0.457G 0.03549 0.0462 0.0419 0.1236 62 416: 53%|#####2 | 27/51 [00:02<00:01, 12.49it/s]
96/99 0.457G 0.03565 0.04648 0.04182 0.124 100 416: 53%|#####2 | 27/51 [00:02<00:01, 12.49it/s]
96/99 0.457G 0.03554 0.04689 0.04164 0.1241 99 416: 53%|#####2 | 27/51 [00:02<00:01, 12.49it/s]
96/99 0.457G 0.03554 0.04689 0.04164 0.1241 99 416: 57%|#####6 | 29/51 [00:02<00:01, 12.56it/s]
96/99 0.457G 0.03563 0.04619 0.04173 0.1235 40 416: 57%|#####6 | 29/51 [00:02<00:01, 12.56it/s]
96/99 0.457G 0.03579 0.04663 0.04187 0.1243 99 416: 57%|#####6 | 29/51 [00:02<00:01, 12.56it/s]
96/99 0.457G 0.03579 0.04663 0.04187 0.1243 99 416: 61%|###### | 31/51 [00:02<00:01, 12.62it/s]
96/99 0.457G 0.03554 0.04678 0.04173 0.124 75 416: 61%|###### | 31/51 [00:02<00:01, 12.62it/s]
96/99 0.457G 0.03546 0.04647 0.04168 0.1236 61 416: 61%|###### | 31/51 [00:02<00:01, 12.62it/s]
96/99 0.457G 0.03546 0.04647 0.04168 0.1236 61 416: 65%|######4 | 33/51 [00:02<00:01, 12.29it/s]
96/99 0.457G 0.03523 0.04599 0.04158 0.1228 51 416: 65%|######4 | 33/51 [00:02<00:01, 12.29it/s]
96/99 0.457G 0.03536 0.04643 0.04163 0.1234 101 416: 65%|######4 | 33/51 [00:02<00:01, 12.29it/s]
96/99 0.457G 0.03536 0.04643 0.04163 0.1234 101 416: 69%|######8 | 35/51 [00:02<00:01, 12.43it/s]
96/99 0.457G 0.03576 0.04759 0.04182 0.1252 168 416: 69%|######8 | 35/51 [00:02<00:01, 12.43it/s]
96/99 0.457G 0.03589 0.04694 0.04163 0.1244 31 416: 69%|######8 | 35/51 [00:03<00:01, 12.43it/s]
96/99 0.457G 0.03589 0.04694 0.04163 0.1244 31 416: 73%|#######2 | 37/51 [00:03<00:01, 12.90it/s]
96/99 0.457G 0.03597 0.04664 0.04177 0.1244 56 416: 73%|#######2 | 37/51 [00:03<00:01, 12.90it/s]
96/99 0.457G 0.03578 0.04616 0.04183 0.1238 42 416: 73%|#######2 | 37/51 [00:03<00:01, 12.90it/s]
96/99 0.457G 0.03578 0.04616 0.04183 0.1238 42 416: 76%|#######6 | 39/51 [00:03<00:00, 13.26it/s]
96/99 0.457G 0.03598 0.04683 0.04192 0.1247 131 416: 76%|#######6 | 39/51 [00:03<00:00, 13.26it/s]
96/99 0.457G 0.0358 0.04651 0.04172 0.124 65 416: 76%|#######6 | 39/51 [00:03<00:00, 13.26it/s]
96/99 0.457G 0.0358 0.04651 0.04172 0.124 65 416: 80%|######## | 41/51 [00:03<00:00, 13.08it/s]
96/99 0.457G 0.03576 0.04626 0.04164 0.1237 73 416: 80%|######## | 41/51 [00:03<00:00, 13.08it/s]
96/99 0.457G 0.03576 0.04637 0.04166 0.1238 68 416: 80%|######## | 41/51 [00:03<00:00, 13.08it/s]
96/99 0.457G 0.03576 0.04637 0.04166 0.1238 68 416: 84%|########4 | 43/51 [00:03<00:00, 13.47it/s]
96/99 0.457G 0.03568 0.04598 0.04169 0.1233 36 416: 84%|########4 | 43/51 [00:03<00:00, 13.47it/s]
96/99 0.457G 0.03579 0.04618 0.04171 0.1237 97 416: 84%|########4 | 43/51 [00:03<00:00, 13.47it/s]
96/99 0.457G 0.03579 0.04618 0.04171 0.1237 97 416: 88%|########8 | 45/51 [00:03<00:00, 13.63it/s]
96/99 0.457G 0.03606 0.04602 0.04162 0.1237 77 416: 88%|########8 | 45/51 [00:03<00:00, 13.63it/s]
96/99 0.457G 0.03606 0.04622 0.04164 0.1239 94 416: 88%|########8 | 45/51 [00:03<00:00, 13.63it/s]
96/99 0.457G 0.03606 0.04622 0.04164 0.1239 94 416: 92%|#########2| 47/51 [00:03<00:00, 13.80it/s]
96/99 0.457G 0.03592 0.04576 0.04163 0.1233 30 416: 92%|#########2| 47/51 [00:03<00:00, 13.80it/s]
96/99 0.457G 0.03589 0.04552 0.0417 0.1231 46 416: 92%|#########2| 47/51 [00:03<00:00, 13.80it/s]
96/99 0.457G 0.03589 0.04552 0.0417 0.1231 46 416: 96%|#########6| 49/51 [00:03<00:00, 12.66it/s]
96/99 0.457G 0.03614 0.04563 0.04171 0.1235 83 416: 96%|#########6| 49/51 [00:04<00:00, 12.66it/s]
96/99 0.457G 0.03605 0.04525 0.0416 0.1229 6 416: 96%|#########6| 49/51 [00:04<00:00, 12.66it/s]
96/99 0.457G 0.03605 0.04525 0.0416 0.1229 6 416: 100%|##########| 51/51 [00:04<00:00, 13.08it/s]
96/99 0.457G 0.03605 0.04525 0.0416 0.1229 6 416: 100%|##########| 51/51 [00:04<00:00, 12.44it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 25%|##5 | 2/8 [00:00<00:00, 11.52it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 11.56it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 11.92it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 13.98it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 13.05it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
97/99 0.457G 0.03321 0.03511 0.04067 0.109 54 416: 0%| | 0/51 [00:00<?, ?it/s]
97/99 0.457G 0.03321 0.02676 0.04275 0.1027 18 416: 0%| | 0/51 [00:00<?, ?it/s]
97/99 0.457G 0.03321 0.02676 0.04275 0.1027 18 416: 4%|3 | 2/51 [00:00<00:03, 13.79it/s]
97/99 0.457G 0.02866 0.02526 0.03841 0.09234 38 416: 4%|3 | 2/51 [00:00<00:03, 13.79it/s]
97/99 0.457G 0.03194 0.02515 0.03739 0.09448 46 416: 4%|3 | 2/51 [00:00<00:03, 13.79it/s]
97/99 0.457G 0.03194 0.02515 0.03739 0.09448 46 416: 8%|7 | 4/51 [00:00<00:03, 13.87it/s]
97/99 0.457G 0.03381 0.03212 0.03879 0.1047 78 416: 8%|7 | 4/51 [00:00<00:03, 13.87it/s]
97/99 0.457G 0.03268 0.03285 0.03887 0.1044 52 416: 8%|7 | 4/51 [00:00<00:03, 13.87it/s]
97/99 0.457G 0.03268 0.03285 0.03887 0.1044 52 416: 12%|#1 | 6/51 [00:00<00:03, 13.41it/s]
97/99 0.457G 0.03327 0.03833 0.03945 0.111 111 416: 12%|#1 | 6/51 [00:00<00:03, 13.41it/s]
97/99 0.457G 0.03317 0.0389 0.04024 0.1123 50 416: 12%|#1 | 6/51 [00:00<00:03, 13.41it/s]
97/99 0.457G 0.03317 0.0389 0.04024 0.1123 50 416: 16%|#5 | 8/51 [00:00<00:03, 13.01it/s]
97/99 0.457G 0.03272 0.03763 0.03987 0.1102 42 416: 16%|#5 | 8/51 [00:00<00:03, 13.01it/s]
97/99 0.457G 0.03296 0.03457 0.04019 0.1077 6 416: 16%|#5 | 8/51 [00:00<00:03, 13.01it/s]
97/99 0.457G 0.03296 0.03457 0.04019 0.1077 6 416: 20%|#9 | 10/51 [00:00<00:03, 13.23it/s]
97/99 0.457G 0.0327 0.03536 0.0406 0.1087 67 416: 20%|#9 | 10/51 [00:00<00:03, 13.23it/s]
97/99 0.457G 0.03298 0.0351 0.04085 0.1089 53 416: 20%|#9 | 10/51 [00:00<00:03, 13.23it/s]
97/99 0.457G 0.03298 0.0351 0.04085 0.1089 53 416: 24%|##3 | 12/51 [00:00<00:02, 13.07it/s]
97/99 0.457G 0.03312 0.03705 0.04106 0.1112 108 416: 24%|##3 | 12/51 [00:00<00:02, 13.07it/s]
97/99 0.457G 0.03349 0.03821 0.04121 0.1129 85 416: 24%|##3 | 12/51 [00:01<00:02, 13.07it/s]
97/99 0.457G 0.03349 0.03821 0.04121 0.1129 85 416: 27%|##7 | 14/51 [00:01<00:02, 12.54it/s]
97/99 0.457G 0.03393 0.03969 0.04146 0.1151 116 416: 27%|##7 | 14/51 [00:01<00:02, 12.54it/s]
97/99 0.457G 0.03418 0.04062 0.04152 0.1163 72 416: 27%|##7 | 14/51 [00:01<00:02, 12.54it/s]
97/99 0.457G 0.03418 0.04062 0.04152 0.1163 72 416: 31%|###1 | 16/51 [00:01<00:02, 12.96it/s]
97/99 0.457G 0.03418 0.03904 0.04176 0.115 15 416: 31%|###1 | 16/51 [00:01<00:02, 12.96it/s]
97/99 0.457G 0.03425 0.0385 0.04172 0.1145 43 416: 31%|###1 | 16/51 [00:01<00:02, 12.96it/s]
97/99 0.457G 0.03425 0.0385 0.04172 0.1145 43 416: 35%|###5 | 18/51 [00:01<00:02, 12.89it/s]
97/99 0.457G 0.03418 0.03832 0.04172 0.1142 55 416: 35%|###5 | 18/51 [00:01<00:02, 12.89it/s]
97/99 0.457G 0.03411 0.04051 0.04193 0.1166 136 416: 35%|###5 | 18/51 [00:01<00:02, 12.89it/s]
97/99 0.457G 0.03411 0.04051 0.04193 0.1166 136 416: 39%|###9 | 20/51 [00:01<00:02, 13.26it/s]
97/99 0.457G 0.03463 0.0409 0.04217 0.1177 67 416: 39%|###9 | 20/51 [00:01<00:02, 13.26it/s]
97/99 0.457G 0.03449 0.04068 0.042 0.1172 63 416: 39%|###9 | 20/51 [00:01<00:02, 13.26it/s]
97/99 0.457G 0.03449 0.04068 0.042 0.1172 63 416: 43%|####3 | 22/51 [00:01<00:02, 13.10it/s]
97/99 0.457G 0.03443 0.04046 0.04202 0.1169 49 416: 43%|####3 | 22/51 [00:01<00:02, 13.10it/s]
97/99 0.457G 0.03434 0.04085 0.04189 0.1171 61 416: 43%|####3 | 22/51 [00:01<00:02, 13.10it/s]
97/99 0.457G 0.03434 0.04085 0.04189 0.1171 61 416: 47%|####7 | 24/51 [00:01<00:02, 13.41it/s]
97/99 0.457G 0.03468 0.04119 0.04184 0.1177 94 416: 47%|####7 | 24/51 [00:01<00:02, 13.41it/s]
97/99 0.457G 0.03506 0.04312 0.04195 0.1201 103 416: 47%|####7 | 24/51 [00:01<00:02, 13.41it/s]
97/99 0.457G 0.03506 0.04312 0.04195 0.1201 103 416: 51%|##### | 26/51 [00:01<00:01, 13.62it/s]
97/99 0.457G 0.0351 0.04296 0.04177 0.1198 67 416: 51%|##### | 26/51 [00:02<00:01, 13.62it/s]
97/99 0.457G 0.03528 0.04278 0.04176 0.1198 44 416: 51%|##### | 26/51 [00:02<00:01, 13.62it/s]
97/99 0.457G 0.03528 0.04278 0.04176 0.1198 44 416: 55%|#####4 | 28/51 [00:02<00:01, 13.79it/s]
97/99 0.457G 0.03505 0.04165 0.04206 0.1188 12 416: 55%|#####4 | 28/51 [00:02<00:01, 13.79it/s]
97/99 0.457G 0.03544 0.04202 0.04215 0.1196 92 416: 55%|#####4 | 28/51 [00:02<00:01, 13.79it/s]
97/99 0.457G 0.03544 0.04202 0.04215 0.1196 92 416: 59%|#####8 | 30/51 [00:02<00:01, 13.00it/s]
97/99 0.457G 0.03546 0.04227 0.04216 0.1199 67 416: 59%|#####8 | 30/51 [00:02<00:01, 13.00it/s]
97/99 0.457G 0.03548 0.04266 0.04211 0.1202 95 416: 59%|#####8 | 30/51 [00:02<00:01, 13.00it/s]
97/99 0.457G 0.03548 0.04266 0.04211 0.1202 95 416: 63%|######2 | 32/51 [00:02<00:01, 12.93it/s]
97/99 0.457G 0.03528 0.04233 0.04188 0.1195 48 416: 63%|######2 | 32/51 [00:02<00:01, 12.93it/s]
97/99 0.457G 0.03529 0.04243 0.04194 0.1197 68 416: 63%|######2 | 32/51 [00:02<00:01, 12.93it/s]
97/99 0.457G 0.03529 0.04243 0.04194 0.1197 68 416: 67%|######6 | 34/51 [00:02<00:01, 13.46it/s]
97/99 0.457G 0.03528 0.04238 0.0421 0.1198 69 416: 67%|######6 | 34/51 [00:02<00:01, 13.46it/s]
97/99 0.457G 0.03518 0.04274 0.042 0.1199 96 416: 67%|######6 | 34/51 [00:02<00:01, 13.46it/s]
97/99 0.457G 0.03518 0.04274 0.042 0.1199 96 416: 71%|####### | 36/51 [00:02<00:01, 13.25it/s]
97/99 0.457G 0.03548 0.04334 0.04209 0.1209 106 416: 71%|####### | 36/51 [00:02<00:01, 13.25it/s]
97/99 0.457G 0.03529 0.04294 0.04201 0.1202 37 416: 71%|####### | 36/51 [00:02<00:01, 13.25it/s]
97/99 0.457G 0.03529 0.04294 0.04201 0.1202 37 416: 75%|#######4 | 38/51 [00:02<00:00, 13.52it/s]
97/99 0.457G 0.03543 0.04373 0.04197 0.1211 137 416: 75%|#######4 | 38/51 [00:02<00:00, 13.52it/s]
97/99 0.457G 0.03564 0.04409 0.04206 0.1218 109 416: 75%|#######4 | 38/51 [00:03<00:00, 13.52it/s]
97/99 0.457G 0.03564 0.04409 0.04206 0.1218 109 416: 78%|#######8 | 40/51 [00:03<00:00, 13.71it/s]
97/99 0.457G 0.03569 0.04379 0.04205 0.1215 52 416: 78%|#######8 | 40/51 [00:03<00:00, 13.71it/s]
97/99 0.457G 0.03575 0.0431 0.04207 0.1209 16 416: 78%|#######8 | 40/51 [00:03<00:00, 13.71it/s]
97/99 0.457G 0.03575 0.0431 0.04207 0.1209 16 416: 82%|########2 | 42/51 [00:03<00:00, 13.76it/s]
97/99 0.457G 0.03581 0.04332 0.04187 0.121 88 416: 82%|########2 | 42/51 [00:03<00:00, 13.76it/s]
97/99 0.457G 0.03561 0.04314 0.04193 0.1207 65 416: 82%|########2 | 42/51 [00:03<00:00, 13.76it/s]
97/99 0.457G 0.03561 0.04314 0.04193 0.1207 65 416: 86%|########6 | 44/51 [00:03<00:00, 13.93it/s]
97/99 0.457G 0.03557 0.04326 0.0419 0.1207 83 416: 86%|########6 | 44/51 [00:03<00:00, 13.93it/s]
97/99 0.457G 0.03545 0.04366 0.04161 0.1207 113 416: 86%|########6 | 44/51 [00:03<00:00, 13.93it/s]
97/99 0.457G 0.03545 0.04366 0.04161 0.1207 113 416: 90%|######### | 46/51 [00:03<00:00, 13.13it/s]
97/99 0.457G 0.03541 0.04371 0.04167 0.1208 54 416: 90%|######### | 46/51 [00:03<00:00, 13.13it/s]
97/99 0.457G 0.03529 0.04331 0.04169 0.1203 34 416: 90%|######### | 46/51 [00:03<00:00, 13.13it/s]
97/99 0.457G 0.03529 0.04331 0.04169 0.1203 34 416: 94%|#########4| 48/51 [00:03<00:00, 13.43it/s]
97/99 0.457G 0.03546 0.0429 0.04197 0.1203 44 416: 94%|#########4| 48/51 [00:03<00:00, 13.43it/s]
97/99 0.457G 0.03544 0.04251 0.04211 0.1201 29 416: 94%|#########4| 48/51 [00:03<00:00, 13.43it/s]
97/99 0.457G 0.03544 0.04251 0.04211 0.1201 29 416: 98%|#########8| 50/51 [00:03<00:00, 12.82it/s]
97/99 0.457G 0.03532 0.04186 0.04237 0.1196 2 416: 98%|#########8| 50/51 [00:03<00:00, 12.82it/s]
97/99 0.457G 0.03532 0.04186 0.04237 0.1196 2 416: 100%|##########| 51/51 [00:03<00:00, 13.24it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.56it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 12.09it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.37it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.72it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
98/99 0.457G 0.04233 0.02597 0.0479 0.1162 46 416: 0%| | 0/51 [00:00<?, ?it/s]
98/99 0.457G 0.03949 0.03062 0.04272 0.1128 67 416: 0%| | 0/51 [00:00<?, ?it/s]
98/99 0.457G 0.03949 0.03062 0.04272 0.1128 67 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
98/99 0.457G 0.04044 0.03342 0.04246 0.1163 48 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
98/99 0.457G 0.04199 0.03184 0.04224 0.1161 44 416: 4%|3 | 2/51 [00:00<00:03, 14.14it/s]
98/99 0.457G 0.04199 0.03184 0.04224 0.1161 44 416: 8%|7 | 4/51 [00:00<00:03, 14.17it/s]
98/99 0.457G 0.04029 0.03243 0.04047 0.1132 75 416: 8%|7 | 4/51 [00:00<00:03, 14.17it/s]
98/99 0.457G 0.04086 0.03055 0.04082 0.1122 25 416: 8%|7 | 4/51 [00:00<00:03, 14.17it/s]
98/99 0.457G 0.04086 0.03055 0.04082 0.1122 25 416: 12%|#1 | 6/51 [00:00<00:03, 14.16it/s]
98/99 0.457G 0.04079 0.03122 0.0414 0.1134 46 416: 12%|#1 | 6/51 [00:00<00:03, 14.16it/s]
98/99 0.457G 0.04016 0.03175 0.04216 0.1141 60 416: 12%|#1 | 6/51 [00:00<00:03, 14.16it/s]
98/99 0.457G 0.04016 0.03175 0.04216 0.1141 60 416: 16%|#5 | 8/51 [00:00<00:03, 14.11it/s]
98/99 0.457G 0.03992 0.0331 0.04278 0.1158 66 416: 16%|#5 | 8/51 [00:00<00:03, 14.11it/s]
98/99 0.457G 0.03916 0.03154 0.04235 0.1131 20 416: 16%|#5 | 8/51 [00:00<00:03, 14.11it/s]
98/99 0.457G 0.03916 0.03154 0.04235 0.1131 20 416: 20%|#9 | 10/51 [00:00<00:02, 14.14it/s]
98/99 0.457G 0.03907 0.03304 0.04257 0.1147 86 416: 20%|#9 | 10/51 [00:00<00:02, 14.14it/s]
98/99 0.457G 0.03976 0.03283 0.04205 0.1146 67 416: 20%|#9 | 10/51 [00:00<00:02, 14.14it/s]
98/99 0.457G 0.03976 0.03283 0.04205 0.1146 67 416: 24%|##3 | 12/51 [00:00<00:03, 12.71it/s]
98/99 0.457G 0.0391 0.03329 0.04201 0.1144 78 416: 24%|##3 | 12/51 [00:00<00:03, 12.71it/s]
98/99 0.457G 0.03874 0.03284 0.04204 0.1136 32 416: 24%|##3 | 12/51 [00:01<00:03, 12.71it/s]
98/99 0.457G 0.03874 0.03284 0.04204 0.1136 32 416: 27%|##7 | 14/51 [00:01<00:02, 12.72it/s]
98/99 0.457G 0.03818 0.03395 0.04131 0.1134 105 416: 27%|##7 | 14/51 [00:01<00:02, 12.72it/s]
98/99 0.457G 0.03779 0.03587 0.04123 0.1149 85 416: 27%|##7 | 14/51 [00:01<00:02, 12.72it/s]
98/99 0.457G 0.03779 0.03587 0.04123 0.1149 85 416: 31%|###1 | 16/51 [00:01<00:02, 13.15it/s]
98/99 0.457G 0.03741 0.03719 0.04116 0.1158 102 416: 31%|###1 | 16/51 [00:01<00:02, 13.15it/s]
98/99 0.457G 0.03719 0.03891 0.04129 0.1174 110 416: 31%|###1 | 16/51 [00:01<00:02, 13.15it/s]
98/99 0.457G 0.03719 0.03891 0.04129 0.1174 110 416: 35%|###5 | 18/51 [00:01<00:02, 13.44it/s]
98/99 0.457G 0.03679 0.03908 0.0414 0.1173 55 416: 35%|###5 | 18/51 [00:01<00:02, 13.44it/s]
98/99 0.457G 0.03637 0.0411 0.04085 0.1183 160 416: 35%|###5 | 18/51 [00:01<00:02, 13.44it/s]
98/99 0.457G 0.03637 0.0411 0.04085 0.1183 160 416: 39%|###9 | 20/51 [00:01<00:02, 13.19it/s]
98/99 0.457G 0.03644 0.04277 0.0409 0.1201 138 416: 39%|###9 | 20/51 [00:01<00:02, 13.19it/s]
98/99 0.457G 0.03665 0.04328 0.04115 0.1211 76 416: 39%|###9 | 20/51 [00:01<00:02, 13.19it/s]
98/99 0.457G 0.03665 0.04328 0.04115 0.1211 76 416: 43%|####3 | 22/51 [00:01<00:02, 13.04it/s]
98/99 0.457G 0.03621 0.04204 0.04143 0.1197 22 416: 43%|####3 | 22/51 [00:01<00:02, 13.04it/s]
98/99 0.457G 0.03594 0.04231 0.04152 0.1198 72 416: 43%|####3 | 22/51 [00:01<00:02, 13.04it/s]
98/99 0.457G 0.03594 0.04231 0.04152 0.1198 72 416: 47%|####7 | 24/51 [00:01<00:02, 12.30it/s]
98/99 0.457G 0.03581 0.04299 0.04163 0.1204 91 416: 47%|####7 | 24/51 [00:01<00:02, 12.30it/s]
98/99 0.457G 0.03548 0.04346 0.04112 0.1201 103 416: 47%|####7 | 24/51 [00:01<00:02, 12.30it/s]
98/99 0.457G 0.03548 0.04346 0.04112 0.1201 103 416: 51%|##### | 26/51 [00:01<00:01, 13.21it/s]
98/99 0.457G 0.03544 0.04319 0.04119 0.1198 44 416: 51%|##### | 26/51 [00:02<00:01, 13.21it/s]
98/99 0.457G 0.03525 0.0422 0.04137 0.1188 18 416: 51%|##### | 26/51 [00:02<00:01, 13.21it/s]
98/99 0.457G 0.03525 0.0422 0.04137 0.1188 18 416: 55%|#####4 | 28/51 [00:02<00:01, 12.28it/s]
98/99 0.457G 0.03489 0.04276 0.04091 0.1186 102 416: 55%|#####4 | 28/51 [00:02<00:01, 12.28it/s]
98/99 0.457G 0.03478 0.0422 0.041 0.118 32 416: 55%|#####4 | 28/51 [00:02<00:01, 12.28it/s]
98/99 0.457G 0.03478 0.0422 0.041 0.118 32 416: 59%|#####8 | 30/51 [00:02<00:01, 12.80it/s]
98/99 0.457G 0.03457 0.0431 0.04107 0.1187 100 416: 59%|#####8 | 30/51 [00:02<00:01, 12.80it/s]
98/99 0.457G 0.03461 0.04353 0.04129 0.1194 85 416: 59%|#####8 | 30/51 [00:02<00:01, 12.80it/s]
98/99 0.457G 0.03461 0.04353 0.04129 0.1194 85 416: 63%|######2 | 32/51 [00:02<00:01, 12.78it/s]
98/99 0.457G 0.03436 0.04322 0.04092 0.1185 65 416: 63%|######2 | 32/51 [00:02<00:01, 12.78it/s]
98/99 0.457G 0.03414 0.04262 0.04072 0.1175 33 416: 63%|######2 | 32/51 [00:02<00:01, 12.78it/s]
98/99 0.457G 0.03414 0.04262 0.04072 0.1175 33 416: 67%|######6 | 34/51 [00:02<00:01, 13.55it/s]
98/99 0.457G 0.03398 0.04238 0.04085 0.1172 49 416: 67%|######6 | 34/51 [00:02<00:01, 13.55it/s]
98/99 0.457G 0.03386 0.04227 0.04084 0.117 63 416: 67%|######6 | 34/51 [00:02<00:01, 13.55it/s]
98/99 0.457G 0.03386 0.04227 0.04084 0.117 63 416: 71%|####### | 36/51 [00:02<00:01, 13.30it/s]
98/99 0.457G 0.03391 0.04332 0.04096 0.1182 128 416: 71%|####### | 36/51 [00:02<00:01, 13.30it/s]
98/99 0.457G 0.03397 0.04345 0.04107 0.1185 62 416: 71%|####### | 36/51 [00:02<00:01, 13.30it/s]
98/99 0.457G 0.03397 0.04345 0.04107 0.1185 62 416: 75%|#######4 | 38/51 [00:02<00:00, 13.55it/s]
98/99 0.457G 0.03376 0.04327 0.04101 0.118 51 416: 75%|#######4 | 38/51 [00:02<00:00, 13.55it/s]
98/99 0.457G 0.03377 0.04334 0.04105 0.1182 63 416: 75%|#######4 | 38/51 [00:03<00:00, 13.55it/s]
98/99 0.457G 0.03377 0.04334 0.04105 0.1182 63 416: 78%|#######8 | 40/51 [00:03<00:00, 13.30it/s]
98/99 0.457G 0.0338 0.04416 0.04112 0.1191 134 416: 78%|#######8 | 40/51 [00:03<00:00, 13.30it/s]
98/99 0.457G 0.03369 0.04425 0.04109 0.119 67 416: 78%|#######8 | 40/51 [00:03<00:00, 13.30it/s]
98/99 0.457G 0.03369 0.04425 0.04109 0.119 67 416: 82%|########2 | 42/51 [00:03<00:00, 13.13it/s]
98/99 0.457G 0.03355 0.04463 0.04081 0.119 110 416: 82%|########2 | 42/51 [00:03<00:00, 13.13it/s]
98/99 0.457G 0.03362 0.04449 0.0409 0.119 58 416: 82%|########2 | 42/51 [00:03<00:00, 13.13it/s]
98/99 0.457G 0.03362 0.04449 0.0409 0.119 58 416: 86%|########6 | 44/51 [00:03<00:00, 12.63it/s]
98/99 0.457G 0.03369 0.04479 0.04095 0.1194 89 416: 86%|########6 | 44/51 [00:03<00:00, 12.63it/s]
98/99 0.457G 0.03371 0.04496 0.04097 0.1196 85 416: 86%|########6 | 44/51 [00:03<00:00, 12.63it/s]
98/99 0.457G 0.03371 0.04496 0.04097 0.1196 85 416: 90%|######### | 46/51 [00:03<00:00, 13.02it/s]
98/99 0.457G 0.03365 0.04499 0.04091 0.1195 68 416: 90%|######### | 46/51 [00:03<00:00, 13.02it/s]
98/99 0.457G 0.03351 0.04485 0.04088 0.1192 65 416: 90%|######### | 46/51 [00:03<00:00, 13.02it/s]
98/99 0.457G 0.03351 0.04485 0.04088 0.1192 65 416: 94%|#########4| 48/51 [00:03<00:00, 13.34it/s]
98/99 0.457G 0.0336 0.04428 0.04088 0.1188 17 416: 94%|#########4| 48/51 [00:03<00:00, 13.34it/s]
98/99 0.457G 0.03353 0.04415 0.04089 0.1186 57 416: 94%|#########4| 48/51 [00:03<00:00, 13.34it/s]
98/99 0.457G 0.03353 0.04415 0.04089 0.1186 57 416: 98%|#########8| 50/51 [00:03<00:00, 13.58it/s]
98/99 0.457G 0.03345 0.04391 0.04084 0.1182 9 416: 98%|#########8| 50/51 [00:03<00:00, 13.58it/s]
98/99 0.457G 0.03345 0.04391 0.04084 0.1182 9 416: 100%|##########| 51/51 [00:03<00:00, 13.21it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:00, 9.11it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 11.54it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 62%|######2 | 5/8 [00:00<00:00, 11.58it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 88%|########7 | 7/8 [00:00<00:00, 12.06it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 12.43it/s]
Epoch gpu_mem box obj cls total targets img_size
0%| | 0/51 [00:00<?, ?it/s]
99/99 0.457G 0.03422 0.04012 0.04463 0.119 53 416: 0%| | 0/51 [00:00<?, ?it/s]
99/99 0.457G 0.03546 0.04211 0.04403 0.1216 66 416: 0%| | 0/51 [00:00<?, ?it/s]
99/99 0.457G 0.03546 0.04211 0.04403 0.1216 66 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
99/99 0.457G 0.03382 0.0427 0.04436 0.1209 67 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
99/99 0.457G 0.03143 0.03921 0.04311 0.1138 40 416: 4%|3 | 2/51 [00:00<00:03, 14.18it/s]
99/99 0.457G 0.03143 0.03921 0.04311 0.1138 40 416: 8%|7 | 4/51 [00:00<00:03, 14.16it/s]
99/99 0.457G 0.03296 0.04642 0.04408 0.1235 120 416: 8%|7 | 4/51 [00:00<00:03, 14.16it/s]
99/99 0.457G 0.03365 0.04676 0.04409 0.1245 69 416: 8%|7 | 4/51 [00:00<00:03, 14.16it/s]
99/99 0.457G 0.03365 0.04676 0.04409 0.1245 69 416: 12%|#1 | 6/51 [00:00<00:03, 13.49it/s]
99/99 0.457G 0.03337 0.04564 0.04353 0.1225 59 416: 12%|#1 | 6/51 [00:00<00:03, 13.49it/s]
99/99 0.457G 0.03453 0.04822 0.04398 0.1267 117 416: 12%|#1 | 6/51 [00:00<00:03, 13.49it/s]
99/99 0.457G 0.03453 0.04822 0.04398 0.1267 117 416: 16%|#5 | 8/51 [00:00<00:03, 12.20it/s]
99/99 0.457G 0.03423 0.04627 0.04384 0.1243 42 416: 16%|#5 | 8/51 [00:00<00:03, 12.20it/s]
99/99 0.457G 0.0332 0.04535 0.04363 0.1222 47 416: 16%|#5 | 8/51 [00:00<00:03, 12.20it/s]
99/99 0.457G 0.0332 0.04535 0.04363 0.1222 47 416: 20%|#9 | 10/51 [00:00<00:03, 12.75it/s]
99/99 0.457G 0.03344 0.04558 0.04365 0.1227 71 416: 20%|#9 | 10/51 [00:00<00:03, 12.75it/s]
99/99 0.457G 0.03346 0.04491 0.0435 0.1219 46 416: 20%|#9 | 10/51 [00:00<00:03, 12.75it/s]
99/99 0.457G 0.03346 0.04491 0.0435 0.1219 46 416: 24%|##3 | 12/51 [00:00<00:03, 12.80it/s]
99/99 0.457G 0.03279 0.04542 0.04322 0.1214 75 416: 24%|##3 | 12/51 [00:01<00:03, 12.80it/s]
99/99 0.457G 0.03274 0.04629 0.0431 0.1221 80 416: 24%|##3 | 12/51 [00:01<00:03, 12.80it/s]
99/99 0.457G 0.03274 0.04629 0.0431 0.1221 80 416: 27%|##7 | 14/51 [00:01<00:02, 12.78it/s]
99/99 0.457G 0.03225 0.04444 0.04241 0.1191 32 416: 27%|##7 | 14/51 [00:01<00:02, 12.78it/s]
99/99 0.457G 0.03224 0.04268 0.04226 0.1172 18 416: 27%|##7 | 14/51 [00:01<00:02, 12.78it/s]
99/99 0.457G 0.03224 0.04268 0.04226 0.1172 18 416: 31%|###1 | 16/51 [00:01<00:02, 13.19it/s]
99/99 0.457G 0.03265 0.04449 0.04244 0.1196 138 416: 31%|###1 | 16/51 [00:01<00:02, 13.19it/s]
99/99 0.457G 0.03255 0.04555 0.04228 0.1204 111 416: 31%|###1 | 16/51 [00:01<00:02, 13.19it/s]
99/99 0.457G 0.03255 0.04555 0.04228 0.1204 111 416: 35%|###5 | 18/51 [00:01<00:02, 13.29it/s]
99/99 0.457G 0.0328 0.04616 0.04216 0.1211 104 416: 35%|###5 | 18/51 [00:01<00:02, 13.29it/s]
99/99 0.457G 0.03382 0.04557 0.04292 0.1223 60 416: 35%|###5 | 18/51 [00:01<00:02, 13.29it/s]
99/99 0.457G 0.03382 0.04557 0.04292 0.1223 60 416: 39%|###9 | 20/51 [00:01<00:02, 13.30it/s]
99/99 0.457G 0.03393 0.04531 0.04296 0.1222 69 416: 39%|###9 | 20/51 [00:01<00:02, 13.30it/s]
99/99 0.457G 0.034 0.04493 0.04272 0.1216 48 416: 39%|###9 | 20/51 [00:01<00:02, 13.30it/s]
99/99 0.457G 0.034 0.04493 0.04272 0.1216 48 416: 43%|####3 | 22/51 [00:01<00:02, 13.30it/s]
99/99 0.457G 0.0338 0.04499 0.04252 0.1213 74 416: 43%|####3 | 22/51 [00:01<00:02, 13.30it/s]
99/99 0.457G 0.03341 0.04567 0.04198 0.1211 114 416: 43%|####3 | 22/51 [00:01<00:02, 13.30it/s]
99/99 0.457G 0.03341 0.04567 0.04198 0.1211 114 416: 47%|####7 | 24/51 [00:01<00:02, 12.93it/s]
99/99 0.457G 0.03367 0.04511 0.04202 0.1208 37 416: 47%|####7 | 24/51 [00:01<00:02, 12.93it/s]
99/99 0.457G 0.03388 0.04594 0.04205 0.1219 68 416: 47%|####7 | 24/51 [00:01<00:02, 12.93it/s]
99/99 0.457G 0.03388 0.04594 0.04205 0.1219 68 416: 51%|##### | 26/51 [00:01<00:01, 13.27it/s]
99/99 0.457G 0.03393 0.04594 0.04206 0.1219 76 416: 51%|##### | 26/51 [00:02<00:01, 13.27it/s]
99/99 0.457G 0.03401 0.04539 0.04209 0.1215 45 416: 51%|##### | 26/51 [00:02<00:01, 13.27it/s]
99/99 0.457G 0.03401 0.04539 0.04209 0.1215 45 416: 55%|#####4 | 28/51 [00:02<00:01, 13.12it/s]
99/99 0.457G 0.03419 0.04526 0.04202 0.1215 75 416: 55%|#####4 | 28/51 [00:02<00:01, 13.12it/s]
99/99 0.457G 0.03452 0.04623 0.04205 0.1228 138 416: 55%|#####4 | 28/51 [00:02<00:01, 13.12it/s]
99/99 0.457G 0.03452 0.04623 0.04205 0.1228 138 416: 59%|#####8 | 30/51 [00:02<00:01, 13.41it/s]
99/99 0.457G 0.03495 0.04596 0.04217 0.1231 62 416: 59%|#####8 | 30/51 [00:02<00:01, 13.41it/s]
99/99 0.457G 0.03532 0.04554 0.04219 0.1231 60 416: 59%|#####8 | 30/51 [00:02<00:01, 13.41it/s]
99/99 0.457G 0.03532 0.04554 0.04219 0.1231 60 416: 63%|######2 | 32/51 [00:02<00:01, 13.45it/s]
99/99 0.457G 0.03506 0.04626 0.04181 0.1231 132 416: 63%|######2 | 32/51 [00:02<00:01, 13.45it/s]
99/99 0.457G 0.03508 0.0464 0.04172 0.1232 70 416: 63%|######2 | 32/51 [00:02<00:01, 13.45it/s]
99/99 0.457G 0.03508 0.0464 0.04172 0.1232 70 416: 67%|######6 | 34/51 [00:02<00:01, 13.66it/s]
99/99 0.457G 0.03525 0.04625 0.04176 0.1233 70 416: 67%|######6 | 34/51 [00:02<00:01, 13.66it/s]
99/99 0.457G 0.03542 0.04588 0.04201 0.1233 53 416: 67%|######6 | 34/51 [00:02<00:01, 13.66it/s]
99/99 0.457G 0.03542 0.04588 0.04201 0.1233 53 416: 71%|####### | 36/51 [00:02<00:01, 13.80it/s]
99/99 0.457G 0.0353 0.04573 0.04204 0.1231 60 416: 71%|####### | 36/51 [00:02<00:01, 13.80it/s]
99/99 0.457G 0.03559 0.04571 0.04207 0.1234 55 416: 71%|####### | 36/51 [00:02<00:01, 13.80it/s]
99/99 0.457G 0.03559 0.04571 0.04207 0.1234 55 416: 75%|#######4 | 38/51 [00:02<00:00, 13.87it/s]
99/99 0.457G 0.03564 0.04671 0.04194 0.1243 173 416: 75%|#######4 | 38/51 [00:02<00:00, 13.87it/s]
99/99 0.457G 0.03578 0.04636 0.04189 0.124 44 416: 75%|#######4 | 38/51 [00:03<00:00, 13.87it/s]
99/99 0.457G 0.03578 0.04636 0.04189 0.124 44 416: 78%|#######8 | 40/51 [00:03<00:00, 13.10it/s]
99/99 0.457G 0.03581 0.04627 0.0417 0.1238 82 416: 78%|#######8 | 40/51 [00:03<00:00, 13.10it/s]
99/99 0.457G 0.03578 0.04669 0.0417 0.1242 94 416: 78%|#######8 | 40/51 [00:03<00:00, 13.10it/s]
99/99 0.457G 0.03578 0.04669 0.0417 0.1242 94 416: 82%|########2 | 42/51 [00:03<00:00, 13.40it/s]
99/99 0.457G 0.0357 0.04679 0.04172 0.1242 76 416: 82%|########2 | 42/51 [00:03<00:00, 13.40it/s]
99/99 0.457G 0.03561 0.04692 0.0417 0.1242 80 416: 82%|########2 | 42/51 [00:03<00:00, 13.40it/s]
99/99 0.457G 0.03561 0.04692 0.0417 0.1242 80 416: 86%|########6 | 44/51 [00:03<00:00, 13.62it/s]
99/99 0.457G 0.03575 0.04642 0.04157 0.1237 36 416: 86%|########6 | 44/51 [00:03<00:00, 13.62it/s]
99/99 0.457G 0.03552 0.0462 0.04135 0.1231 61 416: 86%|########6 | 44/51 [00:03<00:00, 13.62it/s]
99/99 0.457G 0.03552 0.0462 0.04135 0.1231 61 416: 90%|######### | 46/51 [00:03<00:00, 13.78it/s]
99/99 0.457G 0.03567 0.04642 0.04139 0.1235 103 416: 90%|######### | 46/51 [00:03<00:00, 13.78it/s]
99/99 0.457G 0.03573 0.0465 0.04149 0.1237 85 416: 90%|######### | 46/51 [00:03<00:00, 13.78it/s]
99/99 0.457G 0.03573 0.0465 0.04149 0.1237 85 416: 94%|#########4| 48/51 [00:03<00:00, 13.89it/s]
99/99 0.457G 0.03585 0.04607 0.04172 0.1236 50 416: 94%|#########4| 48/51 [00:03<00:00, 13.89it/s]
99/99 0.457G 0.03591 0.04625 0.04172 0.1239 86 416: 94%|#########4| 48/51 [00:03<00:00, 13.89it/s]
99/99 0.457G 0.03591 0.04625 0.04172 0.1239 86 416: 98%|#########8| 50/51 [00:03<00:00, 13.94it/s]
99/99 0.457G 0.03571 0.04654 0.04152 0.1238 30 416: 98%|#########8| 50/51 [00:03<00:00, 13.94it/s]
99/99 0.457G 0.03571 0.04654 0.04152 0.1238 30 416: 100%|##########| 51/51 [00:03<00:00, 13.45it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 0%| | 0/8 [00:00<?, ?it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 12%|#2 | 1/8 [00:00<00:01, 5.91it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 25%|##5 | 2/8 [00:00<00:00, 7.04it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 38%|###7 | 3/8 [00:00<00:00, 6.99it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 50%|##### | 4/8 [00:00<00:00, 7.35it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 75%|#######5 | 6/8 [00:00<00:00, 8.78it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 10.49it/s]
Class Images Targets P R mAP@.5 mAP@.5:.95: 100%|##########| 8/8 [00:00<00:00, 8.97it/s]
100 epochs completed in 0.140 hours.
Training losses and performance metrics are saved to Tensorboard and also to a logfile defined above with the --name flag when we train. In our case, we named this yolov5s_results. (If given no name, it defaults to results.txt.) The results file is plotted as a png after training completes.
Note from Glenn: Partially completed results.txt files can be plotted with from utils.utils import plot_results; plot_results().
# Start tensorboard
# Launch after you have started training
# logs save in the folder "runs"
%load_ext tensorboard
%tensorboard --logdir runs
# we can also output some older school graphs if the tensor board isn't working for whatever reason...
from utils.plots import plot_results # plot results.txt as results.png
Image(filename=r'D:\yolov5_chess\yolov5\runs\train\yolov5s_results\results.png', width=1000) # view results.png
# first, display our ground truth data
print("GROUND TRUTH TRAINING DATA:")
Image(filename=r'D:\yolov5_chess\yolov5\runs\train\yolov5s_results\test_batch0_labels.jpg', width=900)
GROUND TRUTH TRAINING DATA:
# print out an augmented training example
print("GROUND TRUTH AUGMENTED TRAINING DATA:")
Image(filename=r'D:/yolov5_chess/yolov5/runs/train/yolov5s_results/train_batch0.jpg', width=900)
GROUND TRUTH AUGMENTED TRAINING DATA:
Run inference with a pretrained checkpoint on contents of test/images folder downloaded from Roboflow.
# when we ran this, we saw .007 second inference time. That is 140 FPS on a TESLA P100!
# use the best weights!
!python detect.py --weights runs/train/yolov5s_results/weights/best.pt --img 416 --conf 0.4 --source ../test/images --save-txt --save-conf
Namespace(agnostic_nms=False, augment=False, classes=None, conf_thres=0.4, device='', exist_ok=False, img_size=416, iou_thres=0.45, name='exp', project='runs/detect', save_conf=True, save_txt=True, source='../test/images', update=False, view_img=False, weights=['runs/train/yolov5s_results/weights/best.pt']) Fusing layers... image 1/29 D:\yolov5_chess\yolov5\..\test\images\0b47311f426ff926578c9d738d683e76_jpg.rf.0b55f43ac16aa65c889558d8ea757072.jpg: 288x416 Done. (0.029s) image 2/29 D:\yolov5_chess\yolov5\..\test\images\1c0060ef868bdc326ce5e6389cb6732f_jpg.rf.9ce88078ea356949f4ab7ad9cfdfc62d.jpg: 288x416 1 white-pawn, Done. (0.016s) image 3/29 D:\yolov5_chess\yolov5\..\test\images\2f6fb003bb89cd401322a535acb42f65_jpg.rf.91ad9df05bd1f86bab67c8368ae5e4ad.jpg: 288x416 1 black-king, 13 black-pawns, 10 white-pawns, Done. (0.000s) image 4/29 D:\yolov5_chess\yolov5\..\test\images\410993714e325a1de3e394ffe860df3a_jpg.rf.519bf0fdbd5e38cd44cae1cfebc98536.jpg: 288x416 1 black-king, 11 black-pawns, 1 white-king, 8 white-pawns, Done. (0.016s)
YOLOv5 v4.0-126-g886f1c0 torch 1.10.0+cu113 CUDA:0 (NVIDIA GeForce RTX 3050 Laptop GPU, 4095.5MB) C:\Users\sthul\anaconda3\envs\yolo_torch\lib\site-packages\torch\functional.py:445: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ..\aten\src\ATen\native\TensorShape.cpp:2157.) return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined] Model Summary: 224 layers, 7086274 parameters, 0 gradients, 16.4 GFLOPS
image 5/29 D:\yolov5_chess\yolov5\..\test\images\4e3117459d759798537eb52cf5bf534d_jpg.rf.5b99421bf416463a8c75cfd07f8a68d1.jpg: 288x416 Done. (0.016s) image 6/29 D:\yolov5_chess\yolov5\..\test\images\5a35ba2ec3e0d0b2b12b1758a8ac29aa_jpg.rf.a907af85301c729635d6ab1c31eb31b2.jpg: 288x416 Done. (0.016s) image 7/29 D:\yolov5_chess\yolov5\..\test\images\654bb8835258b26c466b1c19893df451_jpg.rf.95aad22d4dd31ab256cb2bcff02a34dd.jpg: 288x416 Done. (0.016s) image 8/29 D:\yolov5_chess\yolov5\..\test\images\685b860d412b91f5d4f7f9e643b84452_jpg.rf.5ba8dc0b5d2585d01b28089debd42cd6.jpg: 288x416 1 black-king, 2 black-pawns, 2 white-pawns, Done. (0.016s) image 9/29 D:\yolov5_chess\yolov5\..\test\images\73a38a5c8f8f1b09f093f304660d5326_jpg.rf.2d2fa2f4b419d9f2a57fb82d38d8bc6b.jpg: 288x416 1 white-pawn, Done. (0.016s) image 10/29 D:\yolov5_chess\yolov5\..\test\images\749e9074a77f8d34d86e2218f26cdab4_jpg.rf.8079f8abd9f24ec16e76fcbf18489f46.jpg: 288x416 1 white-pawn, Done. (0.000s) image 11/29 D:\yolov5_chess\yolov5\..\test\images\7a34d8620235048917b28bcfd3b5572b_jpg.rf.71653deb6fe88ad472dabea12353373d.jpg: 288x416 1 black-pawn, Done. (0.000s) image 12/29 D:\yolov5_chess\yolov5\..\test\images\8ff752f9ed443e6e49d495abfceb2032_jpg.rf.c3e91277eea99c26328e39a6f0285189.jpg: 288x416 13 black-pawns, 10 white-pawns, Done. (0.016s) image 13/29 D:\yolov5_chess\yolov5\..\test\images\IMG_0159_JPG.rf.1cf4f243b5072d63e492711720df35f7.jpg: 288x416 10 black-pawns, 11 white-pawns, Done. (0.017s) image 14/29 D:\yolov5_chess\yolov5\..\test\images\IMG_0169_JPG.rf.b1530b71278953ad465d06863135c71e.jpg: 288x416 10 black-pawns, 1 black-rook, 13 white-pawns, Done. (0.012s) image 15/29 D:\yolov5_chess\yolov5\..\test\images\IMG_0170_JPG.rf.6e336797b63833d78997207d352a44fc.jpg: 288x416 10 black-pawns, 1 black-rook, 13 white-pawns, Done. (0.016s) image 16/29 D:\yolov5_chess\yolov5\..\test\images\a3863d0be6002c21b20ac88817b2c56f_jpg.rf.e421134b139d57e02e7df9468a35c1fb.jpg: 288x416 1 black-king, 7 black-pawns, 1 black-rook, 1 white-king, 10 white-pawns, Done. (0.016s) image 17/29 D:\yolov5_chess\yolov5\..\test\images\b4ff4132c8c85da97d8bf9a2a4ed3e3d_jpg.rf.51d1d3e2f2ae5b116c7daf5a304e75ad.jpg: 288x416 1 black-king, 10 black-pawns, 1 white-king, 8 white-pawns, Done. (0.016s) image 18/29 D:\yolov5_chess\yolov5\..\test\images\b526b661a33ff481231d1342aff2a266_jpg.rf.b63c85ea45c4e3a665915fddee8c76f9.jpg: 288x416 1 black-king, 7 black-pawns, 5 white-pawns, Done. (0.016s) image 19/29 D:\yolov5_chess\yolov5\..\test\images\b9402881fa580d0eb8b9b98845417550_jpg.rf.087d716cdfdd9cf2cb65b437af716d4d.jpg: 288x416 10 black-pawns, 7 white-pawns, Done. (0.024s) image 20/29 D:\yolov5_chess\yolov5\..\test\images\c4943d83c06a12ad5e0399d19514a4ca_jpg.rf.8b0040b3b68009f6f700ea28fb1aa491.jpg: 288x416 1 white-pawn, Done. (0.016s) image 21/29 D:\yolov5_chess\yolov5\..\test\images\c5a012dfa72816098d23fc8baee67834_jpg.rf.e3f72193f30138545bf762265f30083f.jpg: 288x416 Done. (0.019s) image 22/29 D:\yolov5_chess\yolov5\..\test\images\cf4769d0586df6b3fb0dc618d9f8abe6_jpg.rf.326565beb891e3656f7083109897a48b.jpg: 288x416 Done. (0.016s) image 23/29 D:\yolov5_chess\yolov5\..\test\images\cfc306bf86176b92ffc1afbb98d7896f_jpg.rf.a3779da7c72dfa583f9fffa23c231beb.jpg: 288x416 1 black-king, 3 black-pawns, 1 white-king, 1 white-pawn, Done. (0.031s) image 24/29 D:\yolov5_chess\yolov5\..\test\images\d7887071e972604ddf5940d8eb2702e7_jpg.rf.9e1760bfa031e0f1b9ec48b6c0448994.jpg: 288x416 1 black-king, 4 black-pawns, 4 white-pawns, Done. (0.019s) image 25/29 D:\yolov5_chess\yolov5\..\test\images\e0d38d159ad3a801d0304d7e275812cc_jpg.rf.fa0bb8160816a373df824349a24a11e7.jpg: 288x416 Done. (0.023s) image 26/29 D:\yolov5_chess\yolov5\..\test\images\e4147f3d8819fc5d67a9f72596bd9e47_jpg.rf.ff3718b0109da4fea85bf6ff5631104c.jpg: 288x416 Done. (0.025s) image 27/29 D:\yolov5_chess\yolov5\..\test\images\e4583d082076b2b549b3736ad1b193c9_jpg.rf.be7ed36bb2bee36cf4edad46fdd4ec75.jpg: 288x416 1 black-king, 4 black-pawns, 1 black-rook, 1 white-king, 5 white-pawns, Done. (0.025s) image 28/29 D:\yolov5_chess\yolov5\..\test\images\f1a24b6bb778ee11ba33687415aa84f2_jpg.rf.6e35192bbbb13f887540067e07d5d660.jpg: 288x416 1 black-king, 4 black-pawns, 4 white-pawns, Done. (0.025s) image 29/29 D:\yolov5_chess\yolov5\..\test\images\fdcd6ada676799da8a870f58fdf548db_jpg.rf.54abced68347da874d25c5d3886d3c4a.jpg: 288x416 1 black-king, 9 black-pawns, 1 white-king, 8 white-pawns, Done. (0.028s) Results saved to runs\detect\exp 21 labels saved to runs\detect\exp\labels Done. (2.841s)
#display inference on ALL test images
#this looks much better with longer training above
import glob
from IPython.display import Image, display
for imageName in glob.glob(r'D:/yolov5_chess/yolov5/runs/detect/exp/*.jpg'): #assuming JPG
display(Image(filename=imageName))
print("\n")